{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cbd9252a",
   "metadata": {},
   "source": [
    "# 15 - 合成控制\n",
    "\n",
    "## 一个了解无从知晓事情的超酷数学技巧\n",
    "\n",
    "当我们审视双重差分法时，我们有来自 2 个不同城市的多个客户的数据：阿雷格里港和弗洛里亚诺波利斯。数据跨越 2 个不同的时间段：在阿雷格里港进行营销干预以增加客户存款之前和之后。为了估计干预效果，我们进行了回归，得到了差异估计量及其标准误差。\n",
    "\n",
    "对于那种情况，我们有很多样本，因为数据是细颗粒度的。但是，如果我们所拥有的只是城市层面的汇总数据呢？例如，假设我们所拥有的只是干预前后两个城市的平均存款水平。\n",
    "\n",
    "|城市|之前|之后|\n",
    "|--|--|--|\n",
    "|佛罗里达|171.64|206.16|\n",
    "|POA|46.01|87.06|\n",
    "\n",
    "我们仍然可以计算 Diff-in-Diff 估计量\n",
    "\n",
    "$\n",
    "(E[Y(1)|D=1] - E[Y(1)|D=0]) - (E[Y(0)|D=1] - E[Y(0)|D=0] ) = (87.06 - 206.16) - (46.01 - 171.64) = 6.53\n",
    "$\n",
    "\n",
    "但是请注意，这里的样本量是 4，这也是我们 Diff-in-Diff 模型中的参数数量。在这种情况下，标准误差没有有效地定义，那么我们应该怎么做呢？另一个问题是弗洛里亚诺波利斯可能不像我们希望的那样与阿雷格里港相似。例如，弗洛里亚诺波利斯以其美丽的海滩和随和的人而闻名，而阿雷格里港则以其烧烤和草原而闻名。这里的问题是您永远无法确定您是否使用了适当的对照组。\n",
    "\n",
    "为了解决这个问题，我们将使用合成控制法，该方法被称为[**“过去几年政策评估文献中最重要的创新”**]（https://www.aeaweb.org/articles?id=10.1257 /jep.31.2.3)。它基于一个简单但强大的想法。我们不需要在未处理中样本找到任何与处理非常相似的单个单元。相反，我们可以将自己的组合打造为多个未经处理的单元的组合，从而创建有效的合成控制。合成控制是极其有效和直观的方法，甚至有一篇文章发表在 [华盛顿邮报](https://www.washingtonpost.com/news/wonk/wp/2015/10/ 30/如何在竞争性声明的世界中衡量事物/），而不是科学期刊上。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ca4013e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import style\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "pd.set_option(\"display.max_columns\", 6)\n",
    "style.use(\"fivethirtyeight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3c20f8",
   "metadata": {},
   "source": [
    "要查看它的实际应用，可以考虑估计卷烟税对其消费的影响的问题。为了提供一些背景信息，这是一个在经济学中已经争论了很长时间的问题。论点的一方面说税收将增加雪茄的成本，从而降低其需求。另一方认为，由于香烟会导致成瘾，因此价格的变化不会对他们的需求产生太大影响。在经济方面，我们会说卷烟的需求对价格没有弹性，增加税收只是以吸烟者为代价增加政府收入的一种方式。为了解决问题，我们将查看有关此事的一些美国数据。\n",
    "\n",
    "1988 年，加利福尼亚州通过了著名的烟草税和健康保护法案，该法案被称为 [Proposition 99](https://en.wikipedia.org/wiki/1988_California_Proposition_99)。 “它的主要作用是对加利福尼亚州内销售的烟草卷烟征收每包 25 美分的州消费税，对雪茄和嚼烟等其他商业烟草产品的零售征收大致相当的消费税。对烟草销售的限制包括禁止在青少年可以进入的公共场所使用香烟自动售货机，以及禁止个人销售单支香烟。该法案产生的收入被指定用于各种环境和保健计划，以及反烟草烟草广告。”\n",
    "\n",
    "为了评估其效果，我们可以收集来自多个州和多年的卷烟销售数据。在我们的例子中，我们从 39 个州获得了 1970 年到 2000 年的数据。其他州也有类似的烟草控制计划，因此被排除在分析之外。这是我们的数据的样子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "69419131",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>cigsale</th>\n",
       "      <th>retprice</th>\n",
       "      <th>california</th>\n",
       "      <th>after_treatment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>3</td>\n",
       "      <td>1970</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>38.799999</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>3</td>\n",
       "      <td>1971</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>39.700001</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>3</td>\n",
       "      <td>1972</td>\n",
       "      <td>123.500000</td>\n",
       "      <td>39.900002</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>3</td>\n",
       "      <td>1973</td>\n",
       "      <td>124.400002</td>\n",
       "      <td>39.900002</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>3</td>\n",
       "      <td>1974</td>\n",
       "      <td>126.699997</td>\n",
       "      <td>41.900002</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    state  year     cigsale   retprice  california  after_treatment\n",
       "62      3  1970  123.000000  38.799999        True            False\n",
       "63      3  1971  121.000000  39.700001        True            False\n",
       "64      3  1972  123.500000  39.900002        True            False\n",
       "65      3  1973  124.400002  39.900002        True            False\n",
       "66      3  1974  126.699997  41.900002        True            False"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cigar = (pd.read_csv(\"data/smoking.csv\")\n",
    "         .drop(columns=[\"lnincome\",\"beer\", \"age15to24\"]))\n",
    "\n",
    "cigar.query(\"california\").head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a2733ea",
   "metadata": {},
   "source": [
    "我们将`state`作为州指数，其中加利福尼亚是第 3 位。我们的协变量是`retprice`（卷烟零售价）和`cigsale`（每包卷烟的人均销售额）。 我们感兴趣的结果变量是`cigsale`。 最后，我们有布尔辅助变量来表示加利福尼亚州和干预后时期。 如果我们绘制加州和其他州的卷烟销售量，这就是我们会得到的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9572d3a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(1, 1, 1)\n",
    "\n",
    "(cigar\n",
    " .assign(california = np.where(cigar[\"california\"], \"California\", \"Other States\"))\n",
    " .groupby([\"year\", \"california\"])\n",
    " [\"cigsale\"]\n",
    " .mean()\n",
    " .reset_index()\n",
    " .pivot(\"year\", \"california\", \"cigsale\")\n",
    " .plot(ax=ax, figsize=(10,5)))\n",
    "\n",
    "plt.vlines(x=1988, ymin=40, ymax=140, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.ylabel(\"Cigarette Sales Trend\")\n",
    "plt.title(\"Gap in per-capita cigarette sales (in packs)\")\n",
    "plt.legend();  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faa399a4",
   "metadata": {},
   "source": [
    "在我们有对应数据的这段时间里，加利福尼亚人的香烟购买量显然低于全国平均水平。此外，80 年代后卷烟消费似乎呈下降趋势。与其他州相比，在 99 号提案之后，加利福尼亚州的下降趋势似乎加速了，但我们不能肯定地说。这只是我们通过审阅绘出的图形得出的猜测。\n",
    "\n",
    "为了回答 99 号提案是否对卷烟消费产生影响的问题，我们将使用干预前的时期来建立一个综合控制。我们将结合其他州来**建立一个与加州趋势非常相似的假州**。然后，我们将看到这种合成控制在干预后的表现。\n",
    "\n",
    "## 我们有时间\n",
    "\n",
    "为了使过程更正式一点，假设我们有 \\\\(J+1\\\\) 单位。不失一般性，假设单元 1 是受干预影响的单元。单位 \\\\(j=2,...,J+1\\\\) 是未经处理的单位的集合，我们将其称为“供体池”。还假设我们拥有的数据跨越 T 个时间段，在干预之前有 \\\\(T_0\\\\) 个时间段。对于每个单元 j 和每个时间 t，我们观察结果 \\\\(Y_{jt}\\\\)。对于每个单元 j 和周期 t，将 \\\\(Y^N_{jt}\\\\) 定义为没有干预的潜在结果，将 \\\\(Y^I_{jt}\\\\) 定义为有干预的潜在结果。然后，对于处理单元 \\\\(j=1\\\\) 在时间 t 的影响，对于 \\\\(t>T_0\\\\) 定义为\n",
    "\n",
    "$\n",
    "\\tau_{1t} = Y^I_{jt} - Y^N_{jt}\n",
    "$\n",
    "\n",
    "由于单位 \\\\(j=1\\\\) 是经过处理的单位，因此 \\\\(Y^I_{jt}\\\\) 是事实，但 \\\\(Y^N_{jt}\\\\) 不是。那么挑战就变成了我们如何估计 \\\\(Y^N_{jt}\\\\)。请注意如何为每个时期定义治疗效果，这意味着它可以随时间变化。它不需要是瞬时的。它可以累积或消散。概括地说，估计处理效果的问题归结为**估计如果不进行处理，单元 \\\\(j=1\\\\) 的结果会发生什么的问题**。\n",
    "\n",
    "![img](data/img/synth-control/synth_img.png)\n",
    "\n",
    "为了估计 \\\\(Y^N_{jt}\\\\)，我们记住，供体池中的单位组合可能比单独的任何未处理单位更好地近似处理单位的特征。因此，综合控制被定义为控制池中单元的加权平均值。给定权重 \\\\(\\pmb{W}=(w_2, ..., w_{J+1})\\\\)，\\\\(Y^N_{jt}\\\\) 的综合控制估计为\n",
    "\n",
    "$\n",
    "\\hat{Y}^N_{jt} = \\sum^{J+1}_{j=2} w_j Y_{jt}\n",
    "$\n",
    "\n",
    "如果所有这些数学运算让您头疼，那么您并不孤单。但别担心，我们有很多例子可以让它更直观。这一次，我喜欢将综合控制视为一种颠倒的回归方式。众所周知，线性回归也是一种将预测作为变量加权平均值的方法。现在，考虑一下那些回归，例如 diff-in-diff 示例中的回归，其中每个变量在一段时间内都是虚拟变量。在这种情况下，回归可以表示为以下矩阵乘法\n",
    "\n",
    "![img](data/img/synth-control/regr_time.png)\n",
    "\n",
    "在综合控制案例中，我们没有很多样本，但我们确实有很多时间段。所以我们要做的是翻转输入矩阵。然后，样本成为“变量”，我们将结果表示为样本的加权平均值，就像下面的矩阵乘法一样。\n",
    "\n",
    "![img](data/img/synth-control/regr_space.png)\n",
    "\n",
    "如果我们每个时间段有多个特征，我们可以像这样堆积特征。重要的是要做到这一点，以便回归试图通过使用其他单元来“预测”处理过的单元 1。这样，我们可以以某种最佳方式选择权重来实现我们想要的这种接近度。我们甚至可以对特征进行不同的缩放，以赋予它们不同的重要性。\n",
    "\n",
    "![img](./data/img/synth-control/regr_space_x.png)\n",
    "\n",
    "那么，如果综合控制可以看作是一个线性回归，那也意味着我们可以用 OLS 来估计它的权重，对吧？对！事实上，让我们现在就这样做。\n",
    "\n",
    "## 合成控制作为线性回归的一种实现\n",
    "\n",
    "![img](./data/img/synth-control/allways.png)\n",
    "\n",
    "为了估计综合控制的治疗效果，我们将尝试构建一个类似于干预期之前的治疗单元的“假单元”。然后，我们将看到这个“假单位”在干预后的表现。合成控制和它所模仿的单位之间的区别在于治疗效果。\n",
    "\n",
    "要使用线性回归做到这一点，我们将使用 OLS 找到权重。我们将最小化干预前期间供体池中单位的加权平均值与治疗单位之间的平方距离。\n",
    "\n",
    "为此，我们需要的第一件事是将单位（在我们的例子中为状态）转换为列，将时间转换为行。由于我们有 2 个功能，`cigsale` 和 `retprice`，我们将它们堆叠在一起，就像我们在上图中所做的那样。我们将建立一个在干预前看起来很像加利福尼亚的合成控制，并看看它在干预后的表现如何。出于这个原因，重要的是我们只选择干预前的时期。在这里，这些功能似乎具有相似的规模，因此我们不会对它们做任何事情。如果特征的比例不同，一个是千位，另一个是小数，在最小化差异时，较大的特征将是最重要的。为避免这种情况，首先对它们进行扩展很重要。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2cc3e09d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>...</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">cigsale</th>\n",
       "      <th>1970</th>\n",
       "      <td>89.800003</td>\n",
       "      <td>100.300003</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>114.500000</td>\n",
       "      <td>106.400002</td>\n",
       "      <td>132.199997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>95.400002</td>\n",
       "      <td>104.099998</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>111.500000</td>\n",
       "      <td>105.400002</td>\n",
       "      <td>131.699997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>101.099998</td>\n",
       "      <td>103.900002</td>\n",
       "      <td>123.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>117.500000</td>\n",
       "      <td>108.800003</td>\n",
       "      <td>140.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>102.900002</td>\n",
       "      <td>108.000000</td>\n",
       "      <td>124.400002</td>\n",
       "      <td>...</td>\n",
       "      <td>116.599998</td>\n",
       "      <td>109.500000</td>\n",
       "      <td>141.199997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>108.199997</td>\n",
       "      <td>109.699997</td>\n",
       "      <td>126.699997</td>\n",
       "      <td>...</td>\n",
       "      <td>119.900002</td>\n",
       "      <td>111.800003</td>\n",
       "      <td>145.800003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "state                 1           2           3   ...          37          38  \\\n",
       "        year                                      ...                           \n",
       "cigsale 1970   89.800003  100.300003  123.000000  ...  114.500000  106.400002   \n",
       "        1971   95.400002  104.099998  121.000000  ...  111.500000  105.400002   \n",
       "        1972  101.099998  103.900002  123.500000  ...  117.500000  108.800003   \n",
       "        1973  102.900002  108.000000  124.400002  ...  116.599998  109.500000   \n",
       "        1974  108.199997  109.699997  126.699997  ...  119.900002  111.800003   \n",
       "\n",
       "state                 39  \n",
       "        year              \n",
       "cigsale 1970  132.199997  \n",
       "        1971  131.699997  \n",
       "        1972  140.000000  \n",
       "        1973  141.199997  \n",
       "        1974  145.800003  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = [\"cigsale\", \"retprice\"]\n",
    "\n",
    "inverted = (cigar.query(\"~after_treatment\") # filter pre-intervention period\n",
    "            .pivot(index='state', columns=\"year\")[features] # make one column per year and one row per state\n",
    "            .T) # flip the table to have one column per state\n",
    "\n",
    "inverted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85ed2af1",
   "metadata": {},
   "source": [
    "现在，我们可以将 Y 变量定义为加利福尼亚州，将 X 定义为其他州。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4b6a2a49",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = inverted[3].values # state of california\n",
    "X = inverted.drop(columns=3).values  # other states"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15a9d63c",
   "metadata": {},
   "source": [
    "然后，我们运行回归。 有一个截距相当于添加另一个状态，其中每一行都是 1。你可以这样做，但我认为它更复杂，我就省略了。 回归将返回一组权重，以最小化治疗单位与供体池中单位之间的平方差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7cb53e67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.436, -1.038,  0.679,  0.078,  0.339,  1.213,  0.143,  0.555,\n",
       "       -0.295,  0.052, -0.529,  1.235, -0.549,  0.437, -0.023, -0.266,\n",
       "       -0.25 , -0.667, -0.106, -0.145,  0.109,  0.242, -0.328,  0.594,\n",
       "        0.243, -0.171, -0.02 ,  0.14 , -0.811,  0.362,  0.519, -0.304,\n",
       "        0.805, -0.318, -1.246,  0.773, -0.055, -0.032])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "weights_lr = LinearRegression(fit_intercept=False).fit(X, y).coef_\n",
    "weights_lr.round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39d3bbd1",
   "metadata": {},
   "source": [
    "这些权重向我们展示了如何构建合成控制。 我们将状态 1 的结果乘以 -0.436，状态 2 的结果乘以 -1.038，状态 4 的结果乘以 0.679，依此类推。 我们可以通过池中状态的矩阵和权重之间的点积来实现这一点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a3afe321",
   "metadata": {},
   "outputs": [],
   "source": [
    "calif_synth_lr = (cigar.query(\"~california\")\n",
    "                  .pivot(index='year', columns=\"state\")[\"cigsale\"]\n",
    "                  .values.dot(weights_lr))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da09330f",
   "metadata": {},
   "source": [
    "现在我们有了合成控制，我们可以用加利福尼亚州的结果变量来绘制它。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6f9998d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xYcMGLl++zLBhw2wWqBBCCCGEEAWxOKE9fPgwo0ePxsvLC6Uy57b/phy0adOGMWPG8MEHH9gmSiGEEBVel9U36LL6hr3DEBXEjh078PLyMqu9by0XLlzAy8uLw4cPW/3Zpd2SJUsIDLT+wk6LE1qFQmHahszFJWenlsTERNP5OnXqcOrUKSuHJ4QQQuQ4kqDlSILW3mGIEhQfH89rr71G48aNqVy5MiEhIQwaNIht27ZZ9T39+/dn8uTJVn1mUc+uVq0a0dHRNG7c+L6evWPHDoYPH06tWrWoUqUKrVq1YvLkyVy4cOG+npuXl5cXf/75p1WfaW0WJ7RBQUGcO3cOAEdHR4KDg82+oHbt2oWPj4/1IxRCCCGA7QP92D7Qz95hiBL0+OOPc/DgQb788ksOHDjAsmXLeOCBB8wG1MoilUqFv78/avW9F5v64YcfGDx4MN7e3ixevJi9e/fyxRdfYDQamTNnjhWjtYxOp8NoNJb4e/9jcU9269aNP//8k+nTp6NQKBgzZgzvvfcecXFxGI1Gdu7cycSJE20YqhBCiIqsWSUHe4dQ7riN6Vqi70v9cbvF1yYlJbF7925WrVpFly5dgJzBtebNm5uumT17Nn/88Qd79+41u7d37940bdqUjz76iAkTJpCYmEjXrl35/PPPSU9Pp3///syZMwcXFxcmTJhAREQEERERfPPNNwAcOXLE9Kzjx4/z3nvvcfLkSerVq8e8efNo1qyZ6fzevXuZPn06hw8fxsvLi759+/Luu+/i4eFR5LObNm3Ktm3bCAsLA+D06dNMmzaNXbt2odfradCgAfPmzaNhw4b5+uby5cu8/vrrjBs3jo8++sjUHhwcTNu2bUlKSjK1rV69mlmzZnHmzBn8/Px48sknee2111AoFAA0btyY0aNHc/nyZVasWIG7uzvPPvssL730kuk8wJgxYwCoXr06x44dY+bMmaxatYqXXnqJjz/+mLi4OOLi4rh16xZvvPEG4eHhAHTt2pXZs2fbZJrBnSweoZ00aRI//vgjOp0OgIkTJ/L2229z69Ytbt++zRtvvMH//vc/mwUqhBBCiIrDzc0NNzc31q9fT2ZmZoHXPPbYY5w5c4aDBw+a2mJiYti7dy+PP/64qW337t2cOnWKVatW8cMPP7B27VoWLlwIwKxZs2jdujWjRo0iOjqa6OhoqlWrZrp3+vTpvPPOO4SHh+Pj48P48eNNI5EnTpzgwQcfpG/fvuzcuZOffvqJY8eO8cILL1j07P9cvXqVPn36oFAoWLlyJeHh4YwbNw69Xl/gn3vVqlVkZ2fzyiuvFHjey8sLgMjISJ544gkGDBjArl27eOedd5g7dy5ff/212fVfffUVDRo0IDw8nJdffplp06axb98+ANOn8Z9//jnR0dFmn87HxcWxfPlyFi9ezM6dO3F0dGTUqFHcvHmT1atXs2bNGq5du8aoUaNsPnpr8Qitl5eX2W8kCoWCV199lVdffdUWcQkhhBBmZh5OAWBqmIedIxElQa1WM3/+fF5++WV+/PFHmjRpQps2bRgyZAgtW7YEIDAwkG7duvHzzz/TokULAH7++WeaNWtmNj/V3d2dTz/9FLVaTb169RgyZAjh4eG8+uqreHp6otFocHFxwd/fP18cb775Jp07dwZgypQp9OnThytXrhAYGMjnn3/O0KFDefHFF03Xf/LJJ3Tu3JmbN2/i5+dX5LP/8+233+Li4sKPP/6Ig0POJxF16tQp9Ppz587h4eFBQEDRtZnnz59Phw4dTAOOderU4ezZs3z22Wc888wzpuu6d+/O+PHjAXjmmWdYtGgR4eHhtG7dmkqVKgHg6emZ78+g1WpZtGgRlStXBnKS3+PHj3P48GGCg4NNf7awsDDCw8Pp2rVrkfHej3vadiU5OZkTJ05w4sQJkpOTrR2TEEIIkc/syNvMjrxt7zBECRo8eDBRUVH8+uuv9OzZk3379tGzZ08++eQT0zWPPfYYK1asICMjA71ez7Jly8xGZwHq1atnNl+1SpUq3Lx506IY7vzIv0qVKgCme48cOcJvv/1GYGCg6b8+ffoAcP78eYv/nEePHqVdu3amZPZuLB3tjI6Opk2bNmZt7dq148qVK6SkpJja8k5rsLR/AgICTMnsf+8LCAgwJbOAac+CqKgoi2K+V8Wajbx7926mT59uGob+T+vWrZk2bZpsrCCEEMJmXm/mbu8Qyp3izGm1FycnJ7p160a3bt14/fXXefHFF5k1axYvvvgiDg4O9OzZExcXF1avXo2HhwfJyck89NBDZs/QaDRmxwqFwuKk8M57/5t3+t+9BoOB0aNH89xzz+W7726jp3cq7sfxtWvXJiUlhatXrxb5HqPRaIo5rzvb77V//qt6Vdz32YLFCe2mTZsYNWoUbm5ujB07ljp16mA0Gjl79izLly9n8ODBLFmyhF69etkyXiGEEBWUTDUQkDPaqtPpyMzMxMHBAbVazaOPPsrPP/+Mh4cHAwcONM0htZSDg0Oh81WL0rRpU06dOkWtWrXu69lNmzZl2bJlZGdnWzRKO3jwYKZPn87cuXPNFoX9JykpCS8vL0JDQ9mzZ4/Zud27dxMYGIi7u+W/IGo0Gov6JzQ0lCtXrnDhwgXTKG1sbCxXr14lNDTU4vfdC4sT2unTp1OzZk02btyIt7e32bmpU6fSq1cvpk+fLgmtEEIIIe5bYmIiY8aM4bHHHqNhw4a4ubkRGRnJ559/TpcuXfDwyP0FZ/To0cybNw+lUskff/xR7HcFBQVx8OBBLly4gJubW748pzAvv/wyDzzwAK+88gpPPPEE7u7unD59mr/++ot58+ZZ/OyxY8fy/fff88QTTzBp0iS8vLw4dOgQdevWpUmTJvmur1atGh9++CGTJ08mJSWFUaNGERwczLVr1/j999/Jysri888/5/nnn6d79+7MnDmThx9+mEOHDjF//nzefvvtYvdPeHg4HTp0wNHRsdBfGLp27UqjRo0YP348s2fPxmg0MmXKFJo2bWqah2wrFs+hPXv2LGPGjCnwL8LHx4cxY8Zw9uxZqwYnhBBC/CcyPpvI+Gx7hyFKiKurK61atWLhwoX079+fdu3a8d577zFs2DB++OEHs2tr1KhBhw4dqFatGp06dSr2u/6bvtC2bVtq167NxYsXLbqvUaNGrF+/nri4OAYMGEDHjh1577338PPLrZdsybOrVq3K+vXr0Wq1DBw4kM6dO/P1118XWad23LhxrFq1ioSEBEaPHk2rVq1MUx8mTZoEQLNmzVi8eDFr1qyhXbt2TJ8+nYkTJ5oWgFlqxowZ7Nixg4YNGxbZvwqFgiVLluDr68uAAQMYOHAglStXZsmSJTafcqBISkqyaOJG27ZtefDBB5kyZUqB52fNmsXKlSvz1YKr6GJiYggJCbF3GBWS9L39SN/bT3nue68fLgOQ9KRt61nei9Le78nJyabdPsubzMxMnJycaNOmDQ8//LApmRO291/fW9u9fL1aPEL7+uuvs3DhQg4cOJDv3P79+/nmm2+YOnVqsV4uhBBCWKqpr4amvpq7XygqlJs3b7JgwQLi4uJ48skn7R2OsBOL59Du3LmTKlWq0KtXL8LCwqhduzaQMxXh8OHD1K9fnx07drBjxw7TPQqFwi7brwkhhCh/wgdVvvtFosJp3Lgxvr6+zJ07F19fX3uHI+zE4oT2+++/N/3/oUOHOHTokNn5kydPcvLkSbM2SWiFEEIIYUvXrl2zycfeomyxOKG9deuWLeMQQgghhBDintzTTmFCCCFESQv99Sqhv161dxhCiFKoWDuFCVERGA0GEm8mcv1cLGkX4zDE30Dp40fVNq0JrFnd3uEJUWFdyzDYOwQhRCklCa2osNLT0rl6Lo7kC3FoL1/A4cYlvBMuU+32FYJ16QTnvWEDXHDxJza4KYomrajdtjWePuWzDI4QpdGp4VXsHYIQopSShFaUawa9nmsXrxJ/PpbMSxdRXr2Ie8Il/JOvUC0jnuKumQ5Ov07wqU1wahP6ZQqivGtxvXYYrmGtqdOyKY5Ojjb5cwghIMBFZe8QhBCllCS0okzR63SkpqSSeiuF9JQUMpNT0N5OQXf7Nsa02yjSbqPKuI1jWgret67gkH6dugYtdW0QiwojDW+dpeGBs3BgOWnfOXLSvz4p9Vrg16o1NRuEoFDKNHUhhBDC1iShFaXCzas3iI3YjeFWAor0VFTpt9FkpOKYmYpLViqu2Wl4ZqfirsvAE4s2t7sv6UoHLroHkOAdSJanH15Xz9DwZhQORn2h97gasmh1NRKuRsL277jh4Mnpak3QNmxBcLu2VA6Uj0uFuB8vR+RU2/msQ/4t2IUobSZMmEBiYiLLli0r9JoLFy7QtGlTtm3bRlhYWAlGV/5IQivsRput5fjWf3D4Zz0trhymprFkF3wYUHDJxY/rnlVJrVQNY0B1XKpXp1LNGlSu6k+gSsWdG2zeSk3j7N5DZB05QOD5w9RNiSvy+ZWzk6l8bgec2wFr4KxbIHE1m2EMCELp7ILK2RmNqwsaF1cc3VxxcnXB2c0NVzcX1Br5pylEXj+eTgckoa1IJkyYwNKlSwFQq9UEBgYycOBApk6diqurq52jK9qsWbMwGnMHYPr370+DBg34+OOPTW3VqlUjOjq6RDaEWLlyJZ988glnz57F19eX8ePH89JLL5ld88033/DNN98QFxdHtWrVeO211xg5cqTNY7OGYv3UjImJ4eeffyY2NpZbt26Z/UVBzkYKq1evtmqAovy5EH2W6xvW0ujEVjplJ9v8fQkaN654VOWWTzW0/tXQBAbhXSOYgJpB+Dg74mPhc1zdXGnSoxP06ARA7NWbxO7dh+r4AULiIqmSVXSt5tqpl6l97DIcu/u7MpQa0tTOpKudyNA4k6lxJlvjhNbRBZ2DM3onZwzObng0b0X9ti0s/BMIUbbNa+9l7xCEHXTt2pVFixah1WrZvXs3L730Eunp6Xz66af5rtXpdKhUKhQKhR0iNefpefdFwyqVCn9/f5vH8vfffzNu3Dhmz55Nz549iY6O5uWXX8bJyYnx48cD8N133/Huu+/y2Wef0bJlSw4ePMjLL7+Ml5cXffv2tXmM90uRlJRk0ee3K1as4JlnnkGlUhESEoKXl1eB161du9aa8ZV5MTExhISE2DsMu0u7ncbJDZvw3fMXTRKi7+tZKSpnUhxcSXVwI93RlSwnN7TO7uhc3DC6eqBwdUft5kaqUkmTtq3wqmRpynrvjAYDcafPcW3fPtyiD9Hg6nHc9Zk2fy/AzlqdqPnSZDy9PUrkfZaQr3v7kb63j9Le78nJyRYlWKVNQR/bv/TSS2zcuJHo6GhmzpzJqlWreOmll/j444+Ji4sjLi6OW7du8cYbbxAeHg7kJMWzZ88mMDDnc7eZM2eyevVqJkyYwEcffUR8fDzdu3fniy++MI2WGgwG5syZw48//sjNmzepU6cOb775Jv379zfFMnv2bH766Sdu3LiBl5cX3bp1Y9GiRfliv3Ok+T9HjhwByDflICIigmnTpnH8+HE8PDwYNmwY06dPx8HBAcgZ6Q0NDcXT05PFixejVCoZMWIE7733HspC1m2MGzeOjIwMlixZYmpbtGgRn3/+OcePH0ehUNCrVy9atGjBzJkzTde8+eabHDx4kL/++qvA52ZmZtpkl7Z7+Xq1eIT2ww8/pEGDBqxYsQI/P79iBycqHqPBQNT+SDI2r6P52Z1002cVeX2MR3Uu1WyOwc0dhas7Kjd3NB4eOHl44OzhgZu3B+6eHqg1arwAr7u8PyYmpkSSWQCFUklwaB2CQ+sAj6LN1rL/0FFSDu3H78xhGiTGoLbRlIqO53Zw+Y2TnBjzBg3bt7LJO4QQ5ZPXD5cBSHoyd4LV8M0JbLyYydIePvQNcgZgcXQaE3clMaaui2nKx9V0PfWXXaOKs5KoEQGm+7usvsGRBC3bB/rRrFJOEjbzcAqzI2+bvedeOTk5odVqTcdxcXEsX76cxYsX4+DggKOjI6NGjcLJyYnVq1ejUCiYPHkyo0aNYtu2babR27i4OJYtW8aSJUvIyMhg4sSJPP/88/z6668ALFiwgC+++IJPP/2UsLAwli1bxuOPP8727dtp0qQJf/75J19++SXffvstDRo0ID4+nv379xcY86xZszh79iwhISFMmzYNgEqVKnHp0iWz665cucLDDz/M8OHD+eqrrzh//jwvvfQSSqWSDz74wHTd77//zjPPPMOmTZs4duwY48aNo1mzZgwbNqzA92dlZeVLPJ2dnbl8+TJxcXEEBwcXes3BgwfRarVoNBpL/nrsxuKE9vLly8yYMUOSWXFX8Vdvcnb9emoc2kir1CtFXpuiduZwSCfcHxhISFhDAspJVQCNgyZnKsC/0wFuJt/m7J4DZEcfR5V+G1VWBprsDByyM3DUZuKkzcBFm4GLLhM3fSbKYi58C8xMIGDRFLbvH0qzZ5/FwdHBFn8sIexqQ1wGgCnJEhXPwYMHWb58OV26dDG1abVaFi1aROXKOYUYt23bxvHjxzl8+DDBwTkVxb/99lvCwsIIDw+na9euAGRkZLBw4UKqV8/ZMGfu3Ln07duXs2fPUrt2bb788kteeOEFHn74YSBntHLXrl18+eWXfP3111y8eBF/f3+6d++ORqOhevXqhS7s8vT0RKPR4OLiUuQUg++++w5/f38++eQTlEol9erV45133uGVV17hzTffxMXFBYB69erx5ptvAlCnTh1+/PFHwsPDC01oe/TowRtvvMHWrVvp2rUr586d48svvwTg+vXrBAcH06NHD3766ScGDhxIWFgYkZGR/N///R9arZaEhASqVCndC5stTmjr1q1LQkKCLWMRZZhOq+P4th2o/1lPy0sHqXGX0cjDfg1IbteXBn160MLVpYSitB93T3ea9e4Gvbvd9dpUvZ6M9EzSU9PITE0jMy2d7PR0dGlp6NLTMWTk/Fft0Gbq3bEwTYmR7of+IGryIXTPvUWN0Dq2/CMJUeJGbkkEsMoon8hRUF8u65l/gdIT9Vx5op75IqwAF1WB94cPyl/he2qYB1PD7m1a1ObNmwkMDESn06HVaunXrx8fffRRbhwBAaZkFiA6OpqAgABTMgtQo0YNAgICiIqKMiW0VatWNSWzAC1btkSpVBIdHY2fnx9Xr16lbdu2ZrG0a9eOTZs2ATBkyBAWLlxI06ZN6d69Oz179qRv3744Ot57PfLo6GhatWplNnWgXbt2ZGdnc+7cORo1agRAw4YNze6rUqUKN2/eLPS5Y8aM4fz58zz66KNotVrc3d159tlnmTVrFipVTn3nyZMnc/36dXr16oXRaKRy5cqMHDmSzz77zHRNaWZxQjtt2jReeOEFHnroIerUkR+UImdKwaWzF7i6fg0NT2ylY1ZSkddfc/TmZOMeVO03kJDa+fbhEv9SqlS4urvi6l70Ct7MEcPZunAB3SNXmbWHJseSMXsCu7s/RatRw6UWrig3ele3/lw9Ufq1b9+ezz77DLVaTUBAQL6Pvv8btfyP0WgsdFGYNRaL/feMatWqceDAAcLDw9m+fTtvvfUWs2fPZvPmzfdcgcHS2PP2gUKhyLdQP+/56dOnM23aNK5fv06lSpVM84uDgoKAnOkF8+fPZ968edy4cYMqVaqwePFi3N3dS6QKw/2yOKHdsGEDfn5+tG/fns6dO1OtWrV8GbtCoWDOnDlWD1LYV2ZGFlfOXiAp7gLaS3E4XL+IV+JlqqVcob4ujfpF3KtVqDhQvSWGLv1o2KUDraUcldU4OTvS+pWJ7PmnDcFLPiYgM9F0ztmgpfvmRew/sRe/l9+kUoBMFRJlX0Ejh6L8c3FxoVatWhZfHxoaypUrV7hw4YJplDY2NparV68SGhpquu7KlStcunSJatWqATnTGQwGA/Xq1cPDw4OAgAD27NljNr1h9+7d1KtXz3Ts5ORE79696d27N6+88gp169Zl7969dO/ePV9cDg4O6PWF1zL/L/aVK1diMBhMo7S7d+/GwcGBmjVrWtwHhVGpVFStWhWA5cuX07p163xTSTUajWnx3IoVK+jdu3ehi81KE4uzi++//970/1u2bCnwGkloyy6DXs/1y9eIP3eBjEtxKK5dxP1mzhaxgRnxVCrmnM6zboHEtuxNnX79aOxfyUZRC4BGnduR3Oh7dn32Ee1jd5mda3U1kvi3n+LwsImE9elhpwiFEKLkdO3alUaNGjF+/Hhmz56N0WhkypQpNG3alM6dO5uuc3Z2ZsKECXzwwQdkZmby6quv0rt3b2rXrg3Aiy++yMyZM6lduzbNmjVj2bJl7N69m+3btwOwZMkS9Ho9LVq0wNXVlZUrV6LRaApNvoOCgjh48CAXLlzAzc0Nb+/89ZTHjh3LggULeO2113j22WeJjY1l+vTpPP300/lGoosjISGBVatW0bFjR7KysliyZAl//vkn69atM11z5swZDhw4QKtWrUhKSmL+/PmcOnWKBQsW3PN7S5LFCe2tW0XX2BRlg0Gv5+yxKJLPnUN/9SLONy7hm3iJ6qnXCDFkcz9FZ26rnDgU0hG3ngOp26Ix/mXgN7rywtPHi8bvzGD7qnU0X/sVHvoM07lK2tt0Wvo+4Yd3E/rCK3edyiCEEGWZQqFgyZIlvP766wwYMACALl268NFHH5l9bB8UFMRDDz3EyJEjSUhIoFu3bnzxxRem888++yypqam888473Lhxg5CQEP7v//6PJk2aADkLvT777DPeeustdDod9erV46effqJGjRoFxvXiiy8yYcIE2rZtS0ZGhqls152qVq3K77//zrRp0+jUqROenp4MGzbMVBnhfvz6669MmzYNo9FIq1atWLt2LS1a5NYx1+v1zJ8/nzNnzqDRaOjYsSObNm0ym4tcmllch1bcm9JSmzA5MYmoVX8Ssn8dQek3rPbcDKWGKN8Qktr2okHvB0pVslRa+r6kXYm9RMYXM2gaH5Xv3AUXf+LH/o96LZvaNIaK2velQXnu+4JKTJUWpb3fy2odWkvcSy3U/+rQ7t6920ZRVQxlsg6tuDcXDx1DlWWkZoM6dlmcExN5gtvr/qDVmX/oYdDe/YYCGFBwxdmXa56B3ParhtG/Gs7Vg6lUKxj/wCqElIHVjxVJ1RrV0M/+ki0//B+dI5agMebO2QpOv07gl68Q3nYELcY+JVvsCiGEKBcK/WnWpEkTlEol+/fvR6PR0KRJk7uuDlQoFERGRlo7xjJLr9PRdvOPVF6fzFm3qsQ27Ezlrj2o2cC2v8VnZWZx7K/N+IavIiwxxuL7bqldueRRlSSfQLL9q6OpFoRXUDABtYLwcnG660YGovRQqdW0efopjrdsjee3H1LrjnrAaqOBHrt/4Vj0fhxeeJvA2kF2jFQIy5XGkVkhROlQaELboUMHFAqFaWXbf8fCclF7DtEmOxmA2qlXqL33V9j7a86CqYadrJ7cXrt4hbhVf9Dk6Ca6ZqcUel2WQk1k1aak+QejCKiOW3Aw/rWC8fb1pqbMey1XQsIakf7Rt2yf/wVdT2wwO9c4MYbUD55mf59naTlssJT3EkJUGFOnTmXq1Kn2DkNYkcyhtaEDH83Ol0Tkdca9GhcadqJKtx7/bptaPEaDgRM792L8exWt4/ahKqIawSXnSkS36EfIkMH4+JX/8jelfU5bSTuyOZy6yz7Br4BfdnYHtaHay6/jbaWtgqXv7Uf63j5Ke7/LHFphCzKHtoJQNmrO7vgrtLxx3Gwe453q3L5EnT1LYc9SYjyqE/dfcluvdpHPvp18m1Or1xK8Zw1t77K97MEqTUjvNoQmPTvTRi1/5RVV055dSGjckL2fz6LNpQNm59rF7SV1ykiOBzQhvWFrqndoT0CwfLwrSpfhm3N2q5R6tEKIvAodoT1z5sw97wh2P/eWNzExMVT29eP0lu24HdxOs2vHCk1u73TaI4iLjToR0K0HQXVza9qdPxlDwpoVtIjejrs+s9D7U9TOHGzQA/+BD5rdX5GU9hETezEaDBz47Q9ab/wGV0NWodeddQskrnZLnFu2IaR1CxydLN/OUfrefspz30uVg3uXnJyMh4dHuZw6KCO09mOLvjcajaSkpBR7hLbQhLZSpUoMHjyYp556ig4dOlgUwI4dO/juu+9Yv359kXsKVyR5v8klJyZxevM23A+F0+zaUdRGw12fEe0RxOV6bfG+cIKwGyeKvPa0RxCX2g+i4YC+paqElj2U9h8w9nYx5jyG+TNoeOvsXa9NVTlyIqAxaQ1bU619e6rWqFbk9dL39lOe+35DXE595b5BznaOJL/S3u86nY7bt2/j5eVV7pJaSWjtx9p9bzQaSUpKwt3dHXUxP1EuNKE9evQo77//Pps3b6ZKlSp06tSJsLAwgoOD8fLyMr30woULREZG8s8//3Djxg169OjB22+/bSo8XNEV9U0uKT6RmK3bcT8YTrPrxyxKbguiVajYH9wGdZ8Hqd+muSzu+Vdp/wFTGmiztRxa/CONDqzFPyvJ4vvOulUlrnZLnJq3pW7b/KO30vf2I31vH2Wh33U6HWlpafYOw+pSUlLw8PCwdxgVki363tXVtdjJLFiwKOzUqVP8/PPPrFu3jgsXLuTc9O9vd0Zjzq3BwcH069ePxx57jAYNGlj88oiICL744guOHDnC1atXmT9/PqNGjQJAq9UyY8YM/v77b2JjY3F3d6dTp0688847VK9e3fSMrKws3nrrLVasWEFmZiadO3fmk08+Me1DbG+WfpO7FZ/Imc3b8DgcTtPrxy1Kbq85enEirC+1hgzFL6CyNcItV8rCD5jSwmgwcPZ4NAl7d+MbvZ9G8dEW/4KVpnTkeEAj0hq2JrB9ewJrVpe+tyPpe/uQfrcf6Xv7KU19X6wqB9euXeP06dMkJiYC4OPjQ7169fD397+nl2/atIk9e/bQtGlTnn32WebMmWNKaJOTkxkzZgyjR4+mcePGpKSk8NZbb5GYmEhERIQpe3/11VdZv349CxYswNvbmzfffJPk5GTCw8NRlYKC//fyl514M4GzW7bhcSicZteP56tcEOlXn5SuQ2ncqxsaB401wy1XStM/tLIm+VYKZ3ftgci91L1wkCrFGL0951aV01Ub4t66A7XbtsTN3c12gYp8yvPX/eLonNHFJ+qVvulU5bnfSzvpe/spTX1fasp2BQYG8tFHH5kS2oJERUXRtm1bIiIiaNiwIcnJydSpU4f58+fzyCOPAHDp0iUaN27M8uXL6dGjR0mFX6j7/ctOuB7P2a3bcTp1kCxPX3x7D6JWo7pWjLD8Kk3/0Moyo8HAuROnid+zq9ijt1qFipO+IcSHNMezeSvqhDWW3clsrDx/3cuiMFEQ6Xv7KU19X6Z+sty+fRsALy8vACIjI9FqtXTv3t10TbVq1ahXrx579+4tFQnt/fL1r4TvyGHAMHuHIioohVJJ7cah1G4cCjzFjaQUzuzamzN6G3uQKlm3Cr1XY9TTND4K4qNg9y+kqJ05HtCI9HrNqdKmDdXr1JA538JiY+q62DsEIUQpVWYS2uzsbN566y369Oljmh9748YNVCoVvr7mNQn9/Py4ceNGoc+KibF8O1hrKOn3iVzS97bhHlIDQmpwxfAIR+Iuk33qBFVjj9MkMabIsnQeugzaXtwPF/fD5kVcdvIlqkoDUmvXxzu0Hu7esrDDGsrr1/0L/y4ViImJt28ghSiv/V4WSN/bT0n2fVGjwWUiodXpdIwfP57k5GSWLl161+uNRmORZUlKcni8NA3HVzTS9yWjbr268EA3AOKTb3Nm9z7SD+yi7pWT1Ey7WuS9gZkJBMbugNgdsAWiPGtwpVYznJu1onarMFxcZUSuuOTr3j6k3+1H+t5+SlPfl/qEVqfTMXbsWE6ePMnatWvx8cndmrNy5cro9XoSEhKoVKmSqT0+Pp727dvbI1whKjR3T3fC+vQgpnYQfiEhxMRd5tKefTicPEi9S0eopL1d5P2hybGEHo6Fw6vI/FHDSb96JDXrQtMHBxVrYwdRPl1Nzxn9D3Cx/4JfIUTpUqoTWq1Wy1NPPcWpU6dYu3ZtvmoKzZo1Q6PRsG3bNh5++GEALl++THR0NG3atLFHyEKIOwQEBRIQNBQYikGvJ/LEaRL278Pr9EEa3DiFs0Fb6L1OBi3Nrx+HjceJ2/E7x3qPofnAPihLQfUSYR/1l10DSueiMCGEfdk1oU1NTeXcuXMAGAwGLl26xNGjR/H29iYgIIAxY8Zw+PBhli5dikKh4Pr16wB4eHjg7OyMp6cnjz/+ONOmTcPPz89Utqthw4Z07drVjn8yIUReSpWKOk3qU6dJfWAMaRlZHNl/iPTD+6lyLpLQpPMoKbjoSlD6DYJWfkz01t9IGPI0jbu2l8VkFVAVZ/k7F0IUzOKyXRERERw7doxnn33W1Pb7778ze/ZskpKSeOihh5g5cybKYvyQ2bFjBwMHDszXPnLkSN544w2aNm1a4H13bsCQmZnJ22+/zfLly802VqhWreitOUtKaZpfUtFI39vPvfT9rfhEzu/eh/H4QWpdiKR6RuHbZx+u3BDD8PHUa1nw94iKTL7u7UP63X6k7+2nNPW9xQntoEGD8PX15YcffgDg9OnTdOjQgZo1axIcHMyWLVuYMWMGzz33nE0DLmtK0192RSN9bz/32/dGg4FLZ+O4vvI3OpzcWGjlhN1BbfB8/BmC6ta653eVN/J1bx/S7/YjfW8/panvLR5OjYqKokWLFqbj3377DWdnZzZv3szvv//O8OHD+fnnn20SpBCiYlEolVQPqUHLKVM4+/b3RNTsWOB17eL2UvfDcRyc+QE3Ll8r4SiFEEKUFhYntCkpKaYNDQC2bNlCt27d8PDIqRvZrl074uLirB6gEKJiq1Y7mKbvzuDwxC85WKVJvvNqo4EuUX9T5a3R7Pv8C5JvpdghSlESuqy+QZfVhdcYF0JUXBYntP7+/kRHRwNw9epVjh49arZDV0pKCipZfSyEsJGQsEbUm/05e8bO5KRX/ikGLoZsuh9cgcukkez97kcy0jPtEKWwpSMJWo4kFF4ZQwhRcVlc5WDgwIF88803ZGVlcejQIRwdHenbt6/p/PHjx6lRo4YtYhRCCJNGndth6NCaf9b/TdCGxdRIM59q4K1Lo8c/P3Bl358c7/E4YUMHotaU6gqFwkLbB/rZOwQhRCll8Qjt1KlTGTRoEL/99hvXr1/nyy+/pHLlnH0IU1JSWLNmDd26dbNZoEII8R+lSkXzgX3wnPcTW3s/z3VHr3zXVM1MpNu6z0iYOIbDf23FaDCUfKDCqppVcqBZJQd7hyGEKIUsHrZwdXXl66+/LvCcm5sbJ0+exMVFtqkUQpQcjYOG1o8+TNqgfmz5ZSmt9q7AQ5dhdk3t1MvUXvoeRzctI2v4M9Rv09xO0QohhLCVe6pSrdfrSUxMRKfT5TxEqcTT0xONRmPV4IQQwhKubq60GT+O5NlL2NZ0MFmK/L+rN0mIpsVXr7F3/gL0/37vEmXLzMMpzDwsi/6EEPkVK6E9dOgQQ4YMoWrVqtSpU4eIiAgAEhISeOSRRwgPD7dJkEIIYQnvSj60evUV4qb/yI6QbhhQmJ1XYqTHvmWcefNVbsUn2ilKca9mR95mduRte4chhCiFLE5o9+3bR79+/Th//jwjRozAaMzdj8HX15fU1FR++uknmwQphBDFERAcSNhb73B88iL2BrbId77FtaOo3hxH9P4jdohO3KvXm7nzejN3e4chhCiFLE5o33//fWrXrs3evXuZNm1avvOdOnXiwIEDVg1OCCHuR61GdWn44SfsGfshNx08zM5VzUyk8fxX2ffTUlkwVkZMDfNgapjH3S8UQlQ4Fie0hw4d4rHHHsPJyQmFQpHvfGBgINevX7dqcEIIYQ2NOrfn9vRvOFIp1Kzdwain++ZFHH1vGmm30+wUnRBCiPtlcUKrVCpRKgu//Pr16zg7O1slKCGEsLbKVf0JmvkFW5sNyXeuw/mdpL4xngtRZ0o+MGGxyPhsIuOz7R2GEKIUsjihbdasGX/99VeB57Kzs/n9999p3bq11QITQghr0zhoaP3KRP4Z/iYpKvNfwGunXib4o+c5tHqDnaITd9N1zU26rrlp7zCEEKWQxQntq6++yj///MMLL7zAsWPHALh27RqbN29m0KBBnD9/ntdee81mgQohhLU07/cAl6d+RYxHdbN2N30WnVfMZv+cOWRnyUhgadPUV0NTXykPKWxDkZSA6tRhyJJts8siixPabt26sWjRItatW8fQoUMBmDBhAg8//DBRUVF8++23tGrVymaBCiGENVUPqYnHzIXsqNMl37lux9ZyeeoLXL90rYA7hb2ED6pM+KDK9g5DlEPKMydweXU4zrNewfmDFyEj3d4hiWIq1gbnw4YNo1+/fmzbto2zZ89iMBioWbMmPXr0wM3NzVYxCiGETbi6udLszXfYuuwPOmxciKMxd8OFxgmniX/3aY6Pnkqjzu3tGKUQwtYcly5Aoc/596+6EIPDhmVkP/iknaMSxVGshBbAxcWF/v372yIWIYQocQqlktYjh3EyNBS/Re9SLSPedK6S9jY+373JtqhRtBr7JEqVyo6RCiFsQXkhBtWZ42Ztmr+Woe0xGKOnj52iEsV1T1vfCiFEeRMS1ghmfM3+qmFm7UqM9Ij4mai3JpOcmGSf4AQAob9eJfTXq/YOQ5Qzmq2r87UpsjLR/Pl/dohG3KtCE1pvb298fHyK9Z+vr29Jxi6EEFblVcmHejPmsKX9qHzb5ra+cgjj/8YRc/h4IXcLW7uWYeBahmyCIawoPRX1rr8LPKXZvgbF9cslHJC4V4VOOZgyZUqBGygIIUR5plSpaPPM0+yt15CQn2dSSXvbdK5aRjx+n00koveztBr+IIoianML6zs1vIq9QxDljCZiE4rsgqsaKPR6HFZ8R9Zz+XdHFaVPoQnt1KlTSzIOIYQoVRp3bc+12ou4+uk7NE6MMbU7GnV0/+tLdpw9QYNJb+Do5GjHKCuWABeZwyysyGhEs/VPsyZ9zXqozkebjjV7t6LtNwJDjbolHZ0oJhleEEKIQlSpXpXAWfPZ1jj/QthOMds48/6bUq9WiDJKFRWJ8soF07FRqSTzpRnog+qYXefw+zclHZq4B8WucnD16lWOHDlCcnIyBkP+uUwjR460SmBCCFEaODg60GrSZMJXN6LFqnm46bNM59pcOsCe99+k7tsf4ODoYMcoK4aXI24B8FkHbztHIsoDdZ7FYPoWnTD6+JH9yHic50zJve74flQnDqJv2KKkQxTFYHFCm52dzQsvvMCKFSswGAwoFAqMRiOA2VxbSWiFEOVRi0F9uVA3BJfP36JmWu6GC20v7mfP+29R9+0ZktTa2I+nc4rdS0Ir7pciKQH1wX/M2rQ9hgCgb9QKXf0w1KcOm845/LaIjHcWgsybL7Us/pv58MMPWbFiBVOnTmXt2rUYjUYWLFjAypUr6d69O40bNyYiIsKWsQohhF0Fh9bB+NZnnHcNMGtve3Ef0TPeRputtVNkFcO89l7Ma+9l7zBEOaAOX4dCrzcdGwKC0Ic2yzlQKMh+5Bmz61Wxp1HvDy/BCEVxWZzQrlixguHDhzNp0iTq168PQEBAAF27duX333/HxcWF77//3maBCiFEaVC5qj/Gt+Zx3tV8xX27uL1Evf+WJLU29EQ9V56o52rvMERZp9eh2WY+3UDbfTDc8WmzoVYoulbm22I7rPgWdDpE6WRxQnvjxg3atGkDgFqdM1MhMzOn1IVCoWDw4MGsXp2/OLEQQpQ3lav6Y3xzHrEFJbUyUitEqaaK3I3yVu6OgEYHJ7QdeuW7LmvYOIx3TDFQXr+MOnxdicQois/ihNbX15ekpCQA3N3dcXZ2JjY21nReq9WSlpZm7fiEEKJUqhxYBf3/5nHBxd+svd2FPZyaMU2SWhvYEJfBhrgMe4chyjjNFvNSXbp2PcHVPd91xirV0XUxr3Di8OdiyEy3ZXjiHlmc0DZu3Jj9+/cDOSOyHTp04KuvvmL37t1ERETw9ddf07hxY5sFKoQQpY1/tSpo/zeXOJfKZu3tL+zm1AfvoNPKx5PWNHJLIiO3JNo7DFGGKa5dQn3igFmbtsfgQq/PHjwGo0NurWll8i00G5fbLD5x7yxOaJ944gmMRqNpmsH7779PWloa/fv3Z8CAAaSnp/PBBx/YLFAhhCiNqlSvSvb/5uVPamN3cUKSWqvqXd2J3tWd7B2GKMPyzp3V126AITik0OuN3pXQ9n7YrM1h/a9wO8kW4Yn7YHFC27dvX5YsWYKTU843k9DQUA4dOsT//d//sXTpUg4ePEjz5s1tFqgQQpRWVapXJWtq/pHaDucjOPHBu5LUWsmynr4s6+lr7zAqHqMR9a6/cfj5C9Tb1qBIvGnviO5NViaaHRvMmv4r1VWU7H4jMLp6mI4Vmek4rP7Z2tGJ+1TsjRXu5OHhwYABA6wVixBClFkBQYFcfWMuF2dOpHpG7g/8Dud3EvHhdBr+7x3Umvv6liuEXaj3bsVpkfknsPqgOuibtUPXtC2GWqGgLP3bEqv3bkORdtt0bHTzyFfJoEAubmQPegzHpV+ZmjRb/0Tb6yGMfgFF3ChKksUjtKdOncpXxeCff/7hwQcfpHv37syfP9/qwQkhRFkSEBxI5tR5XHT2M2vvcG4Hxz+cjl5K/ogySL13a742VdwZHFb/hMv7z+Py0kM4fj0T1b7tkJ5a8gFaSLN1ldmxtnM/uGN+bFG03Qdj8Mn9BEah0+Lwxw/WDE/cJ4sT2nfffZclS5aYji9dusSjjz7KkSNHSE9P5+233+aXX36xSZBCCFFWBAQHkvHGXC45VzJr73huB0c/fF+S2vvg9cNlvH64bO8wKhxlbEzR528noYnYiPP8d3F9YTBOs15Bs2EZiqtx8O+OovamPBeF6ny06dioUKDtOtDyBzg4kv3gk2ZN6t1/o4w7a60QxX2yOKE9evQo7du3Nx3/9ttvGAwGduzYwZ49e+jduzfffvutTYIUQoiypGqNaqS9nj+p7XQ2nKMzJakVZUhqMsrEG2ZNxjs2IMhLodejPnUYx18X4PrGaFymjMJhyReojh8Abbatoy2UZqt5qS5949YY/QOL9Qxdh17oA2uYjhVGIw7Lv7FGeMIKLE5oExMT8fXNnYz/999/06lTJ6pWrQpA7969OXPmjPUjFEKIMiiwZnXSXv+Uy07mi5g6nQnn6MwZktTeg6QnA0l6snhJiLg/qgvmo7P6oDqkfb6SzKenom3dDaNz0Tu3KW9cwWHTCpw/npQzevv526j/WY8iKcGWYZtLTUG9Z4tZU1GlugqlVJH98HizJvWRPSijIu8jOGEtFie0fn5+xMXFAZCUlMSBAwfo1q2b6XxWVpb1oxNCiDIssGYQqW/MLSCp3c7RWR9IUitKvbzTDQzBIeDhha5jb7Kef4e0L/8k4425ZPd5BENAUJHPUmRmoD64A6fvPsL15Ydw+L95oLf9vwHNzr9Q3DE6bKjkj75Jm3t6lr5ZO/R1zWvuO/62qNRMrajILE5ou3Xrxtdff82XX37Js88+C0C/fv1M56OioggMlN+chRDiToE1g0idMpcrTj5m7Z1itnFk9ocY9Ho7RSbE3SkvFJDQ3kmtRl8/jOyRz5E+6/9I+2gJWaNeRNewJUa1pshnO2xZhcOvC60dsjmDAc1W8wXt2q6D7r0qg0JB1iPPmDWpzp5CdXDnvUYorMTihHbatGnUr1+ft99+m61bt/Luu+8SFJTz21hmZiarVq2ic+fONgtUCCHKqsDaQaRMmcvVPElt59NbiZwlSa2lhm9OYPjmEvyoWqCKyzPloIhNCACM/oFoez1E5pQ5OaO3L76PtnM/DJ4+BV7vsGk56ohNVos3L9XJQyivX8qNT6VG16VfEXfcnSGkEbrmHczaHJd/XSKjzaJwFhdF9PPzY8OGDaSkpODk5ISDg4PpnNFoZPXq1VSrVs0mQQohRFlXrXYwl6bMRTF7IlWybpnaO5/eQsT7mbgMeZQ6TeqjUFo8zlDhbLyYae8QKpbMdBTX7kgGFQoMQbUtv9/ZBX3LTuhbdgKDAeWFGFRH9qDZ+ifK5NwtjB1/mIMhsAaGGnWtGT0Ami2rzI51rbpg9PC+7+dmDXsa1eHdKIwGAJRXL6Le8Re6rlKb316K/Z3Tw8PDLJkFcHZ2pnHjxnh73/8XiRBClFfVagdza/Jcrjmaf6/scD6CsLnPk/j8SPZ98SVnjp7CaDDYKcrSa2kPH5b2KHikT1ifMu4sijvmhhr9q4GTyz0+TImhZj20Q8aQ+cqHGDW50xEU2mycPn8bUpLuM2JzisQbqA7vMmu7p8VgBTAG1kDXsbdZm8PKxZAlv3TZiwwFCCFECaoeUoNbkz/lmqNXvnPB6dfpfmA5zT6ZQPwLj7Lviy85eyxKktt/9Q1ypm+Qs73DqDDyVTgIrmOV5xpqhpL1xCSzNmXCdZzmvwtWXCip2b7WNIIKoK9WC0NI4yLuKJ7soU+aJebKpHg0m/+w2vNF8UhCK4QQJax6SE0SJ31KnEvlQq+pmXaN7geW03TOs8S/MIq987/i3PFoSW5Ficm/IMx6UwJ0HXuT3eshszZ1VCQOvy6w0gu0qLevNWvS9hgMRdTQLS6jb2W0PR80a3NY+wukpljtHcJyktAKIYQdBNWthdOcxWwfOpk91VuRpSh8SUPNtKv02PcbTT5+hpsvPsbe+Qs4f/J0hUtuF0ensTg6zd5hVBh3rXBwn7KHT0AX2syszeHvFah3brzvZ6sP7jSbp2t0ckbX7oH7fm5e2QNGYXTJrcWrSE/FYZ3smmoPktAKIYSduLi60HJIfxrN+JiEeX+wfcgk9lZrWWRyWyv1Cj32LaPx7PHcePFx9n61kPMni96atLyYuCuJibuS7B1GxaDTorwca9ZkrSkHJmo1mc+/i8HX36zZcfEclOej7u/ReXYG03boDc73OP+3KG4eZPd/1KxJ8/cKFAk3CrlB2IoktEIIUQp4eHnQcugAGn4wJye5HfwaewNbkK0ovF5m7dTL9Nj7K41nP821Fx5j74JFJF6LL8GoS9aYui6MqWuDpOR+GY2oMtPtHYVVKS/HorijDJXBpzK4e1n/RR5eZL70PkZN7mJzhVaL0+dvo0i5VcSNhVNcjkWdZ/cuXfdB9xNlkbQPPITBK3eba4VWi8OqxTZ7nyhYsRPaPXv28NFHHzF58mTTVrdpaWkcPHiQlBSZNyKEEPfLw8uDlg8OpOGHn3Bz7kq2DXyFfVWbF5nc1rl9iR57ltLl2zc5OHMGV+Mul2DEJeOzDt581qF0VdNRJCfiPG0cTea8jNNHk6CcJLbK2NNmx9aebmD27Bp1yXoyzyKxxJs4ffnuPS0S0+QZndXXa4qhWq37CbFojk5kD33CrEm94y8UeUa4hW1ZnNBmZ2fz2GOP0a9fP2bOnMl3333H5cs53zBVKhXDhg3j66+/tlmgQghREXl6e9Bq2GAazPyUm5/+wbaBE9lfNQxtIcmtGgNdojYTNG0M++fMIeH6zRKOuGJxWPIFqrizAKhPHMBhxfd2jsg68s+ftfJ0gzx0HXqR3fthszZV9BEcls4v3oMy09Hk2ahBa8PR2f/oOvXBEFDddKwwGnBc/o3N3ytyWZzQzpw5k40bN/Lxxx+zf/9+jHfUpnNycmLIkCFs2LDBJkEKIYQATx9PWg0bQv2Zc7nx6Qq29X+Z/QHNCkxuHY06uh1bS6U3HmPf51+QnJhU8gFb2dV0PVfTS8+uasozJ9Ds3WbWpvn7j3yjm2WR6sIZs2O9FSscFCZ7+DPoGjQ3a3PYvBL1DstzC/XuLSgychcOGjy80bUsgV1MVWqyhj1tHsuhCJQxx23/bgEUI6H9/fffeeKJJxg7diw+PvkLW4eEhBAbG2vN2IQQQhTC08eLVo8Mpf6seVyf8zvb+r7Iedcq+a5zNWTR/eAK3CePZO/Cr0m9nWqHaK2j/rJr1F92zd5h5DAacfwl/+ihwmjA8Yc5YCg9iXexGfQo48wTWltOOTBRqcl8bhqGSnkWif34KcpzFiwSMxrz7wzWpT+oNQVfb2X6Fp3Q165v1ub42yK4YwBQ2I7FCe3Nmzdp3LjwgsSOjo6kpUk5FSGEKGlelXxoNeIhvD/7mT87Pckl50r5rvHQZdBj9y+oXxnJ3h/+j4z0srejURVnJVWcS8daZvW+7ajOnizwnCr2NJrNq0o2ICtSXLuEIjv368Po5oHRx69kXu7uReZLMzA6OObGo9Xi9PlbKO4ow1UQ5ZkTqC6eNR0bFUq03QbaLNR8FAqyHnnGrEl1+hjKc6dKLoYKzOLvDP7+/kWOwB48eJDg4GBrxCSEEOIeqDVqgrq0x3neErb2fIbrBexGVkl7mx7bv0c/cST7fvmN7Kzskg/0HkWNCCBqRIC9w4DsLBx+N18zYlSaT/twWPEdisSyWbop/3SDEKtuSHA3huAQsp6abNamvBX/7yIxbaH35VsM1qwdxjwlwWzNENoMXaNWZm2q08dKNIaKyuKEdtCgQfzwww+mygYAin+/wDds2MDvv//Ogw8+WNjtQgghSoijkyOtHx+JYu4vbOn8BIkat3zXVMm6RfeNX5H28ij2L/8TndZ6W46Wd5rNK1HevGo6NqpUnHl0IkbnOwrsZ6bjuORLe4R335QX8lY4sP382bx07XqS3ecRszbV6aM4FDDNA4CUJNT7tps1aXsMtlF0RdM3bWN2fL81dYVlLE5oX3/9dapXr06XLl0YN24cCoWCTz/9lJ49ezJq1CiaNWvGyy+/XKyXR0REMGLECOrXr4+XlxdLliwxO280Gpk5cyahoaFUqVKF/v37c+qU+dB9VlYWkydPplatWlStWpURI0aYqi8IIURF5uLqQpuxT5A55xe2tBlBiso53zXVM27Sbc1cEiaO5tDaTRj0ZXjuZ0lIScJh9U9mTdpug0itEUr2sHFm7eoD/6A6vKsko7OKkq5wUJjsR8bnXyS2ZRXqf9bnu1azYz2KO0ZvDZWrom/Y0uYxFkRfM9TsWHUu2i5xVDQWJ7Tu7u5s2rSJV199lZs3b+Lk5MSePXtIS0tj6tSprFmzBicnp2K9PC0tjQYNGjBr1iycnfN/o/3ss8+YP38+s2fPZuvWrfj5+TF06FBu375tuua/d3/33XesX7+e27dvM3z4cPTyTVkIIYCcurZtnnuW5I+WsDVsKOlKh3zX1E69QuffP+TKK2M5sjm8VG6r22X1Dbqstu/H+A6rFputoje6uJI9ZAyQUx5KXyvPoqCfPitbtWmNxoKnHNiDSk3m8+9gqGS+2NHxx7ko75y/bDCg2bbG7Bptt0GgtM98a0NwCMY73q28eQVuJ9klloqkWH/bTk5OvPbaa+zYsYMrV65w7do1du/ezeTJk4udzAL06tWLadOmMXjwYJR5vvCMRiMLFixg4sSJDB48mAYNGrBgwQJSU1NZvnw5AMnJyfz000+89957dOvWjWbNmrFo0SJOnDjB9u3bix2PEEKUZ96VfGg98WWuf/gz2xv2K3CjhtDkWDr89A6xk57lyOZ/StVUhCMJWo4kFD6H0tYUVy6g2bbarC174OO5O2gpVWQ98ap5MpNwHYeVi0suyPukSLiOIi13kySjkzNG/2r2C8jNk8yX8ywS02lx+nwaiqQEADzOnTCfAqLRoO3ct8RDNXFwzLeRg+q8jNLamsUJ7cCBAwkPDy/0/D///MPAgdZbTXjhwgWuX79O9+7dTW3Ozs60b9+evXv3AhAZGYlWqzW7plq1atSrV890jRBCCHN+AZVpOWUKse/+yD91u6Mn/4Kfxgmn6fDTNLKeH8a+efM4d9z+tVW3D/Rj+8ASWm1fAMdlC1HcMXJt8AtA+4D52hFDcAjaXsPM2jSbluf7GL+0yjfdoHptu410mmIIqkPW2ClmbcqkeJy+fAd0WiodMK8FrGvTHdw8SzLEfAx5ph0oJaG1ObWlF+7cuZPRo0cXej4+Pp6IiAirBAVw/fp1APz8zL95+fn5cfVqzm9iN27cQKVS4evrm++aGzcK/1gqJqZkv7GU9PtELul7+5G+t5/i9L37IyPZeqk7DpvX0OVS/oEA/6wk/A+vgsOrOOURzOnQ9ni3aom7t4cVI7bMf0uuYm6V+KtxO3+KkMjdZm0XOg0iKfaC6fi/flc26UT9XZtxSMkpM6UwGDAu/JCYJ96we3J4N1UO7+XOCYCJnn5cKg3/ln2DqNquN/67N5qaVDHH0X38Op5nzDcvOBfSnHQ7x+zr6k3QHceZxw5yrkE7u8VjSyX5vT4kpPDpLxYntHdz+fJlXF1d735hMSnylAoxGo352vK62zVFdYi1xcTElOj7RC7pe/uRvrefe+n7kJAQ6NaRI8eiyPz1W9pcOlDgdfVTLlB/3wV0+5dxqGozMtv3oUGPLjg5OxZ4fblh0OP8f7PNmvR1GuE3aAR+//6sydvv+qcmwbz/mY5dr5yn/qVT6HoMKZGQ75XTWvNar+5NW5eef8u1p6BLSUB9Ivfr0yvqkNkl+uC6BHbpVaJlxgqidADW5y4edL8RR0idOnaPy9pK0/f6IhPadevWsX597mrCxYsXFzg3NSkpifDwcFq0aGG1wPz9c2rH3bhxg2rVcufvxMfHm0ZtK1eujF6vJyEhgUqVKpld0759e6vFIoQQFUHtxqHQeA6HDh4ldeNqmp2JwEOfke86tdFA68uH4PdDJK2cx8GQjrh260O9Vs1Q2HAEcubhnLmdU8NKdnRYvXMTqjw7Z2WNnFBkcqIPa4+uZWfUB/4xtTn+/g365h0xeuff+KK0yF+yyz4VDgqkVJH53DRc3n3GbM7snbQ9BpeKpNEQWBOjgyOK7CwAlMm3UCTexOhb2c6RlV9FJrSnTp1ixYoVQM5I6f79+zl48KDZNQqFAhcXF9q2bcusWbOsFlhwcDD+/v5s27aN5s1zynZkZmaye/du3nvvPQCaNWuGRqNh27ZtPPzww0DOSHF0dDRt2rQp9NlCCCEKV7dFE2jRhPS0dA5v3o7r7k2EXT2CivxbeHrp0ulyahOc2kSsaxXONulO9T79qFrD+guJZkfmVLgp0YQ2KwOHFd+aNWnbdMdQp+Hdbx31Aqrj+1Fk5vxSoMhIw2HJl2S98K4tIr1/KUkob8WbDo0qNYbAGvaLpyBuHmS+NAPn9583280McipO6Nr2sFNgeajVGIJCUN0xHUJ5Pgq9JLQ2U2RCO2nSJCZNmgSAt7c38+fPNyWO1pCamsq5c+cAMBgMXLp0iaNHj+Lt7U316tWZMGECn3zyCSEhIdSpU4c5c+bg6urKsGE5E+49PT15/PHHmTZtGn5+fnh7e/Pmm2/SsGFDunbtarU4hRCiInJxdaHF4H4wuB8Xrlzn/Ia/CDr8NyG3LxV4fY20a9TY/Qvs/oVIv/rcat2L0N49cfd0t0o8rzezznOKw2H9ryj/XU0POSvosx9+2qJ7jT6VyX5oHI5LvjC1afZvR3dkD/qmba0e6/1S5V0QVq0WqDV2iqZwhqDaZI17Haevppu1azv2AcfiV1yyFX2temYJrepcFPqWne0YUflm8RzaI0eO5FugdaeMjAzi4+OpXr26xS8/fPiwWWWEmTNnMnPmTEaOHMmCBQt4+eWXycjIYPLkySQlJdGiRQv++OMP3N1zv6l9+OGHqFQqnnzySTIzM+ncuTMLFy5EpcpfjkYIIcS9qVzVn8pjx2A0PE7ksShubV5P46h/qJSdUuD1zW6egnWnyNjwFYdqtMV16KPUaVK/wGstVdJTDRSJN9GsX2bWpu01DKOf5dvvansOQR2xEVVs7kf5jv83j/QPF5eq5AtK+XSDPHRtupF9IQaHdb8AYHR0QvvAQ3aOylz+SgeyY5gtKZKSkvJ/hlQAHx8fFi1aVOgI7R9//MG4ceNITEws8HxFVZomTFc00vf2I31vPyXZ99psLSfDI1Ds2EiLuP04GguvWZutUHFgzHSadOtYIrFZg+M3s9Ds/Mt0bHD3Iv2jn8El/1bCRfW7MvY0zu8+i8KYW/Iru/9Ish95xvpB3wfH+dPR7MstgZX1+Mtoew61Y0R3YTSijthISuR+3PoOw1D7/n5hsjbFtYu4vv646djo7EraV2tKfaWL4ihN3+st7lWjsei8V6fT3bX6gBBCiPJD46Ch6QNdafLeTOI/XcHW3s9zzLdugdc6GPU0+PlDLp29UOB5S0TGZxMZn33P9xeH8kIM6oiNZm3ZQ58sMJm9G0ONuvnq1Wr++g3lxXP3FaO15Z1yYLcdwiylUKDr2IfLvUeUumQWwFg5EOMdXy+KjDQU1wueriPuX7F+TSgsYU1OTmbz5s1FTkkQQghRfnn6eNL60Yep+enXnHrrB7a0foRLzuar+b106ajnvknq7dR7ekfXNTfpuuamNcItmtGIw68LUNwxkGOoGoyua/97fmT2g09h8Mn9GanQ63H8YQ6Uli2GM9JQ3pFsGRUKDEG17RhQOaBUoq9Zz6xJdU6mHdhKkQntrFmz8PHxwcfHB4VCwfjx403Hd/5Xs2ZNli9fztChpfijCSGEECWiekhN2jz/HB7zl7Glw2Nm5+rcvkTs7Pcw6PXFfm5TXw1NfW2/SEkVuRv1SfP6plkjJoDqPkq3O7uQ9dhL5u85exJ1+Np7f6YVKePOmh0bq1QHR+dCrhaWkh3DSk6R/zrDwsJ44oknMBqNLF68mM6dO1O7tvlvbP+V7QoLC2PIkCG2jFUIIUQZolSpaD3uKSKuXqDDuR2m9rYX97Hlm+9o8+z4Yj0vfFAJlDzS6XBctsC8qWFL9E3uvxSkvkUndGEdUB/O3VXT8bdF6MM6YPTyLeJO2ytz0w3KCH2ehFYlC8NspsiEtnfv3vTu3RuArKwsnnrqKVq2bFkigQkhhCj7FEolIZOmEjX1IqHJsab2Hrt/YWfNEJr17ma/4Aqg2bYa5dWLpmOjQkH2iKI3USiOrMdfQnXyIIqsnBqqivQ0HJZ+RdaEt63y/HuVv8KBJLTWYKhlPuVAeSEGdDpQW22jVvEvi+fQfvXVV5LMCiGEKDYXVxdUr31AvMa8jmyTZR9xIepMIXfZQdptHFYtNmvSde5n1bmkRl9/sh8ca9am2bMF1bF9VnvHvVBeMP97kITWOozefhjuGH1XaLNRXj5vx4jKr2ItCouLi+Oll16iWbNmVK9enZ07dwKQkJDAa6+9RmRkpC1iFEIIUcYFBAdy9om30Slyf+x46DNw+fwtkm8VXMs2r9BfrxL6a8FbnlqDw5qfUaTmxmJ0dCL7waes/h7tA0PRB5nXeHX8cR78u01qidNmo7wSa9YkUw6sRKHIP49WFobZhMUJbXR0NF26dOHPP/+kdu3apKWlof93Ur+vry/79+/n22+/vctThBBCVFQNO7bmnx7mu2zVTLvGlY/eQa8rvIbtf65lGLiWYZuqAIobV9D8/YdZW3b/R20zt1WlJuvJSRjvmMagvHkFh9U/Wf9dFlBeOo/ijkV6hkr+4Faym1iUZ/kqHcg8WpuwOKF95513cHd3Z//+/Xz99df56tL26tWLPXv2WD1AIYQQ5UerUcP5p25387Yrhzm4YOFd7z01vAqnhlexSVwOv32NQqc1HRu8K6Ht84hN3gVgqBWKtscQszbN+qUoL5X8x9HKvFveBsnorDUZasmOYSXB4oR2165djBs3jsqVKxdYj7Z69epcvWq7j4KEEEKUfQqlkgavvs5xb/OP3LsfWM6hNX8VcleOABcVAS7W39ZcGXMczf7tZm3Zw562+da02Q+NxeCVW6tXodfj+OOnJV6bVioc2FbeEVrlpfPw76JAYT0WJ7Q6nQ5XV9dCz9+6dQuVyvrfaIQQQpQvTs6OuEyewXVHL7P2Fn/M5eyxEh69MhpxXDrfrEkfXBdd+wds/24XN7Iee8GsSXX6GOp/1tv+3XfIN0IrCa11uXliqFzVdKgwGPL1ubh/Fie0DRo0YMeOHQWeMxqNrFmzhmbNmlkrLiGEEOVY5cAqXBw7jWxF7kCIqyELn/lvkxSfWOA9L0fc4uWIW1aNQ713K6qzp8zash59DpTFWjN9z/Qtu6Br2taszfG3RShSrPvnLJRBj/Ki+aYKktBan9SjtT2L/8VOmDCBP//8k48++ojExJxvNgaDgdOnT/PUU09x+PBhXnzxRZsFKoQQonwJbdOciD7PmbVVz7jJ9Y/eQafNv0jsx9Pp/Hg63XoBZGfh8PvXZk265h0xhDaz3jvuRqEg6/GXMTrkTm9QpN3GYelXJfP6qxdR3FFdweDuhdG7UhF3iHuRfx6t7BhmbRYntA899BDvvPMOH3/8Ma1btza1tW3blrVr1zJjxgweeKAEPqIRQghRbrQa8RDbG/Qxa2tx/RiHv/g837Xz2nsxr72X1d6t+XsFyvjrpmOjSkXW8Ges9nxLGf0CyB76hFmbZtffKM+csPm7886fNQSHWG0TCZEr3witlO6yumJtVTFx4kSGDRvG6tWrOXfuHAaDgZo1azJo0CCCg4NtFaMQQohyrMnEVznyv1iaxuf+kO92ZDXb/wih5YMDTW1P1Ct8HUdxKVJu4bBmiVmbtscQjFWqW+0dxaHtNQz1rr9R3fHxv+af9WTVaWjT98r82ZJhqBGCUaFEYcxZ8Ke8fgnSboOr+13uFJayaIQ2IyODgQMH8vPPP1OtWjWee+455syZw6effsqLL74oyawQQoh75uDogNeU97ni5GPW3nbN58QcPm6bd65cjCIjzXRsdHEje/AYm7zLImo12cPGmTft327zzRYkoS0hjs4YAmuYNalk2oFVWZTQOjs7c+TIEdNGCkIIIYQ1+fr7cf3Z98hQakxtTgYt/gunkXD9JgAb4jLYEJdx7y9JTUYdvg6nOVNQb1ttdip78Bi7byagb9QKg7uX6ViRnobqyG7bvdBolJJdJUjq0dqWxXNoO3bsyK5du2wZixBCiAosJKwRewe+ZNZWNTORpI/eJjsrm5FbEhm5peAKCIW6nYR6+1qcPpqE64tDcfr+Y9TH9qG4Y3MgQ+WqaHsOscKf4D6p1eja9jBr0uz622avU8RfQ5Geajo2OrlgvKO8lLCufDuGyTxaq7I4oZ09ezaHDh3i7bffJjY2FkMJF34WQghR/rV8cCDbmg4ya2saH8XReZ/Su7oTvavffbMDRcot1NtW4zT7VVxfehCnH+agPnEARSE/t7JGTAC1psBzJS1v/VvVkb2QmmyTd+XfIaxOiZUrq4gMNWWE1pYsXhTWqlUrjEYj8+fPZ/78+SiVSjQa828ACoWCK1euWD1IIYQQFUfYiy9x8M3ztLh+zNTW9eRfGINDaDXioQLvUSQloDq4E/X+7aiijpgW3xTFEBBEdp9H0LfoZLXY75ehZj0MAdVRXr0IgEKvQ713O7oeg63+LpluULIM1Wth1GhQaHO2WFbeikdxK17KpFmJxQnt0KFDC9zyVgghhLAmtUaN/5TpXHzrGapn3DS1d/jrK47WrElom+ZAThKr3h+O+kA4yuijZtMICqOvWgN96y7oWnXFUK2mzf4M90yhQNvuARz/+N7UpNm1ySYJbf4FYXUKuVJYhVqDIaiO2UYeyvNR6L072jGo8sPihHbBggW2jEMIIYQw8arkw7kXZuDzyUu4GnJW+jsY9VT/7j0yrg3H5/gulDHHLUtiq9VC16oLulZdMOZZaV4a6dqbJ7SqMydQXL+M0T/Qqu/Jn9DWterzRX76mqFmCa3qXBT65pLQWkOx6tAKIYQQJaVWo3ocfOg1Ov/+IQDqrjl1Y3V/jLrrvfqg2uhadkHXuivGgCCbxmltRr8A9HUbozqdO+VCvXsz2iHWKyumSE5EmZSQ+06NBkNVKcFpa/nn0UrpLmspdkJ79epVjhw5QnJycoELw0aOHGmVwIQQQojmA3qx9fxpuh9Yftdr9cEh6Fp1Rdeqs902SLAWbfsHzBJaza5NaAePttouXvlGZwNrglrGuGxNn6d0l+p8FBiNsjubFVj81Zudnc0LL7zAihUrMBgMKBQKjP9+1HPn3FpJaIUQQlhTiwnPsu/tc+i25x+Z1deoi651V3QtO2P0r2aH6GxD17obxp+/QKH7dwHR9csoz53CULuBVZ4v0w3sw1ilOkYnFxSZ6QAo0m6juHG5XH3t2ovF9Tk+/PBDVqxYwdSpU1m7di1Go5EFCxawcuVKunfvTuPGjYmIiLBlrEIIISoglVpN4JR32RDQhkS1K/vda/F6rZE0aj+XfS/PR9v/0fKXELi6o2/a1qxJHbHJao+XCgd2olQWUI9Wph1Yg8UJ7YoVKxg+fDiTJk2ifv36AAQEBNC1a1d+//13XFxc+P777+/yFCGEEKL4PL098J4yg+Au39Cuxft8EjSAKIfKjN6aQFJW+ayLrm3fy+xYs3cr6HRWebZUOLAfqUdrGxYntDdu3KBNmzYAqP+dZ5OZmQnkTDkYPHgwq1evLvR+IYQQ4n68fyiFOp7mM+XO39YzYcctDBZUOyhr9E3bYHRxMx0rUlNQHd93/w9OT0V5I7dmvFGhxFC99v0/V1hEXyvPCK0ktFZhcULr6+tLUlISAO7u7jg7OxMbG2s6r9VqSUtLs3Z8QgghBAAbL2ZyLFHLU/Vczdo3XMzks2OphdxVhmkc0LXuZtakjrj/rXCVcWfMjg0BQeB49x3YhHXkG6GNPQ1664y8V2QWLwpr3Lgx+/fvB3JGZDt06MBXX31FkyZNMBgMfP311zRu3NhmgQohhKjYlvbwAaB7oBOHE7I5HK81nXv/UArNKznQpaqjvcKzCW2HB9BsX2M6Vh+OICs9Fe4YuS2uvPNnZbpByTL6+mPw8EaZcgsARXYWyssXMATJKPn9sHiE9oknnsBoNJqmGbz//vukpaXRv39/BgwYQHp6Oh988IHNAhVCCFGx9Q1ypm+QM44qBT9288HbMbfCjsEIY8MTuZymt2OE1meo0whDpSqmY4U2G/WBf+7rmcrYPAltDalwUKIUCgx5FobJPNr7Z3FC27dvX5YsWYKTU87HEqGhoRw6dIiffvqJpUuXcvDgQZo3b26zQIUQQoj/BLmp+baLD3dW74zPNPDktkSy9eVoPq1Sia79A2ZN6l33N+1AGZd3hFYqHJQ0fc0C6tHamkGPZsMyHL+fg/KO3crKC4sT2oJ4eHjQv39/+vTpg5eXl5VCEkIIIfJbHJ3G4ujctRo9Ap14I8zd7Jp9N7N5a39ySYdmU9p2Pc2OVVGRKBJu3NvDsrNQXrlg1qQPkikHJc2QZ4MFZQmU7nJY9X84/roATfhanOdMQpF40+bvLEkWz6G9ePFikecVCgVOTk74+vqabbQghBBCWMPEXUkAPHHHorDJTd05cCObvy9nmdq+PpVG68oODKvlUtIh2oSxajD6mvVQ/btNqsJoRL1nM9r+jxb7WcpL51HcscunoVIVcHUv4g5hC3lHaJWXzkJ2FjjYaA54ZjqaTbm77SnS09Bs/ZPsYeNs8z47sDihbdKkiUWJqpOTEx06dGDKlCm0atXqvoITQggh/jOmbv4EValQ8HUXHzqvvsHF1Nz5sy9FJNHQW0N9b01Jhmgzuva9TAkt5GyyoO03sthbpiovnDY7lvmzduLhhaFSFZTx1wBQ6PUo485gqNPQJq9T7/obRYZ5JSp1+Dqyh4wBdfn4N2LxlIMvvviCRo0a4enpydixY5k5cyYffvghY8eOxdPTkyZNmjBr1iwef/xxDhw4wIABA9i9e7ctYxdCCFGBfNbBm886eOdr93ZU8lM3HxxVuW3pOiOjtyWSkl0+Nl3Qte2OUZn7I1t1OTZf+S1L5NshTKYb2E3+ebQ2mnZgNKLZvDJfszLlFur997fAsDSxOKFNTEwkIyODQ4cO8fHHH/PMM8/w7LPP8vHHH3PgwAFSU1PJyspi9uzZ7N+/n0qVKjFr1ixbxi6EEEIA0KySAx+39TJri0nW8WLELYzlYNMFo4c3+satzdruZXGY8kKeGrSyIMxu8s+jtc3CMFVUJKrLsQWe02xdZZN32oPFCe0333zD6NGj8fbO/9uxr68vo0eP5ptvvgGgUqVKPPbYYxw+fNh6kQohhKjQrqbruZpeeFmux0NcGBViPi3hz9hMvjpZPjb90bXLU+1gzxYwFKNMmV6H8uJZsyaZcmA/eUt32arSgWbLqkLPqU4fQxl3ttDzZYnFCe3NmzfRFbGHtE6n48aN3FWXVatWLfJ6IYQQojjqL7tG/WXXCj2vUCiY09aLxj7mcwKn7U9m17WsQu4qO3TNO2B0cjYdK5MSUJ20fOBIeTUOhTbbdGzw9Mbo5WvVGIXl9DXqYbxjDrTyahykW3fHO0XiDVQHd5i1GbwrmR2Xl1FaixPahg0b8t1333H58uV85y5dusT3339Po0aNTG0xMTFUrlzZOlEKIYSo8Ko4K6niXPSPLWe1gp+6++DpkJso6I3w5PZErhcxulsmODqha9nZrKk40w7yTTcIkukGduXsgiEg2KxJFXu6kIvvjWbbGrOqFvrAGmSNesHsGvWuv62eSNuDxQntjBkzSExMpGXLljz11FPMmDGDGTNm8NRTT9GqVSvi4+N5//33AcjMzOS3336jU6dONgtcCCFExRI1IoCoEQF3va6Gu5qFncynx13PMPDk9kR0hrI9nzbfJgsHwiErw6J7lbFS4aC0MdSy4Y5h2mzU29eaN/UYij6sIwav3FFaRVYmmohN1nuvnVic0LZr146NGzfStWtX/vrrLz755BM++eQT/vrrL7p168bff/9Nu3btgJzSXadPn+aLL76wWeBCCCFEYfoGOfNaEzeztl3Xs5l+MMVOEVmHvn5YvmREfSjContVeXYI0wdLhQN7M+StdGDFhWHq/eEoU26Zjo3Orug6PABqNdpuA82u1WxZBWV88WSxdgpr3LgxS5cu5dKlS0RFRREVFcWlS5f45ZdfaNy4sa1iFEIIIYrtf2EedAkwL1T/xfFUVsdaNqJZKilV6Nr1MGuyaNqBwSBTDkqhfBssWLF0V95SXdqOfcApZ9GkrusAjKrcOnfKq3GoTpXthfz3tPWtUqnE398ff39/lMr72j1XCCGEsEiX1TfostryLV9VSgXfdfUm0EVl1v78zlvEJGutHV6J0bXvZXasOr4fRXJikfcobl41K6xvdHbF6Hf36RvCtgxBtTGqcve4UiZcv+vfpSWU56NRnT1p1qbtMdj0/0YvX3QtzOdjF1UNoSwodKewpUuXAjBixAgUCoXp+G5GjhxpnciEEEKIOxxJKH4SWslJxeJuPvTbcBPtv2tjbmuNjN6ayOYBfrhqyt6gjCGoNvpqtVBdOgeAwmBAvXcr2l7DCr1HmWe6gSG4DsiAlP1pHDAE1TbbVEF5Pgp9s/b399g8yamuUSuMAUFmbdoeg9Hs22Y6Vh3aiSLxBkafsrmgv9CE9rnnnkOhUPDQQw/h4ODAc889d9eHKRQKSWiFEELYxPaBfvd0X6vKDnzY2pPJe5JNbaeSdEzclcTXnb0t2ta9tNG1fwDVb4tMx+qITUUmtKo80w30Mt2g1DDUDDVLaFXnou8voU1NRr1ns1mTtufQ/O+t1xR9YA3TpgsKgwHN9nVkP/jkvb/bjgpNaI8cOQKAg4OD2bEQQghhD80qOdzzveNCXdl3I5vfz+XOn/39XAatKzvwdH23Iu4snXTteuDw+9co/l3Io4o9jeLKBYxVgwu8Xnkh7witJLSlhb5mKBr+NB3fb6UDTfh6FNrcTzMMlaqgb9om/4UKBdoeQ1D93zxTk3r7GrIHPQZqTf7rS7lCE9qgoKAij4UQQoiyQqFQMK+9F8cTtZxKyt30Z+reZPRGeKa+a5kaqTX6VEZfPwz1yUOmNs2uv8keNq7A65UX8pbskoS2tMhbukt1Piqn4sC9fD0a9Pk2StB2HwxKVYGX69r3wvjbIhSZOb/oKZMTUR/cia5Nt+K/284snkBz7do1du3aVej5Xbt2cf36dasEJYQQQuQ183AKMw/fe9ktV42S/+vug7smN1HQGeGNvck8tf0Wt7WGIu4uffLVpN39Nxjy/xkUSQkok+8o36RxwBAgg1SlhaFqMEZHJ9Ox4nYyivjCd8QriipyD8r43FzMqHFA26Vf4Tc4u6Dt0NusqawuDrM4oX377bdNGycU5IMPPmDatGlWCUoIIYTIa3bkbWZH3r6vZ4R4apjf0Zu8Y18rYzPoseYmUUllp/qBrmVnjJrcaRjK+OsoY47nuy7fdINqtUBV6Ae0oqQpVRhq5Bmlvcd6tHlLdena9gA3zyLv0XUfbHasij6C8t8Fh2WJxQltREQEDzzwQKHne/bsSUSEZcWdhRBCiOJ6vZk7rzdzv+/nDKrhzE/dffDQmKe1p5N19Fhzk+Xn0u/7HSXC2RVd8w5mTQXt+JR/hzCZblDa6Gve/45hiqtxqE8cMGsraDFYXoZqNdGHNjVrU29dXez325vFCW1CQgLe3t6Fnvfy8uLmzZtWCUoIIYTIa2qYB1PDPKzyrAHBzmwbWJmG3uYjlWk6I+PCbzF5TxLZ+tK/c1LemrTq/dsgO8usTRWXp8KBLAgrdQy18uwYdg8JrWbLn2bH+joNLd7eOLuHeeKridgId9QtLgssTmgDAgI4fLjwXSQOHTqEn9+9lVQpjF6vZ8aMGTRp0gR/f3+aNGnCjBkz0OlyJ/QbjUZmzpxJaGgoVapUoX///pw6dcqqcQghhCh/anuq+XuAHyPruOQ7982pNPptuMmlVF0Bd5Ye+katMLh7mY4V6Wmoju41uybflAMp2VXq6GvVNztWxp4Gg97yB2Sko9n5l1mTJaOzpvc374jB08d0rMjMsGwHulLE4oR24MCB/PLLL6xYsSLfuZUrV7J06VIGDhxYwJ33bt68eXz77bfMnj2bffv2MWvWLL755hs+/fRT0zWfffYZ8+fPZ/bs2WzduhU/Pz+GDh3K7dv3N89KCCFE6RIZn01kfLZVn+miVvJVRy8+a++FY56F4Aduaum8+iZbL2da9Z1WpVaja9vdrMls2kHabZQ3r5oOjUolhuq1Sio6YSFjpSoY3XI/fVBkZqC8Emfx/epdf5vtBGfw9EbXqovlAajV6Lqa53Cazatyqi2UERYntJMnTyY0NJSnn36a9u3bM3bsWMaNG2f6/7p16/LGG29YNbh9+/bRp08f+vbtS3BwMP369aNv374cPHgQyBmdXbBgARMnTmTw4ME0aNCABQsWkJqayvLly60aixBCCPvquuYmXddYf2qbQqFgTD1XNvbzI8jNPKtNzDLw0KYEZkemYCilP9x17czXt6iO7IHUnGoQeacbGKoGg4NjicUmLKRQoK9pPu3A4nm0RmP+xWBdBhS7lqy26wCMd+wep7oSizK67OxBYHFC6+HhwaZNm5g8eTIA69evZ926dQBMmTKFzZs34+lZ9Eq64mrbti07d+7k9OmcCe1RUVHs2LHDtDjtwoULXL9+ne7dc387dXZ2pn379uzdu7fAZwohhCibmvpqaOpru4LvzSo5ED6oMr2rmSd8RmDm4ds88ncCiZnF+Bi4hBhqhWLwr2Y6Vuh1qP/d0lSmG5QdeefRKu/YPawoqqhIVFdiTcdGpRJtt+J/Ym708UPfvKNZm2bzqmI/x16KVbfDxcWFqVOnMnXqVFvFY2bixImkpqbSpk0bVCoVOp2OSZMmMW5cTuHo/+re5p276+fnx9WrV/M97z8xMTGFnrOFkn6fyCV9bz/S9/ZTXvv+23+nGcbEJBd94X16Lxhqq9QsvKDBcEeBr82Xs2j/xxVmhWbT0D1/vVd79rt/aAuqXr9kOtZtWUNM9QYEHzvInen5dVcvbpbDr4/y8DXv4ehB7TuOtaciLfpz1Vz1E853HCfVCyM2IRkSiv/vxC20FSEH/jEdqw/uIOrQfnR3zNPOqyT7PiSk8F/ISnUhuj/++INff/2Vb7/9ltDQUI4dO8Ybb7xBUFAQo0ePNl2Xd3cXo9FY5I4vRXWItcXExJTo+0Qu6Xv7kb63H+l76/iwLvS+ksnY8FvEZ+Ymr9eylIw/5sTMNp48VS93dzF797vCcziE565yd7t0hrqerjglmm945NOyPV7l7OvD3n1vLQo/H/jtS9Oxy43LhNQIBk3hWz4rEm7gcjrSrM1xyOP33h916mDYuhzllQs5zzfoqXvhBNqhTxR4eWnqe4unHNjDtGnTeOGFF3jooYdo2LAhI0aM4Pnnn2fu3LkA+Pv7A3Djxg2z++Lj461ecUEIIUTF0qWqE/8MqkybyuYJRbYBXtudzDM7bpFWSnYXM1auij6kkVmbJnwdyqvmC4sMQXVKMixRDEYvXww+lU3HCp0W5cWiNzjQbFuN4o7d4fTVamKo17SIO+5CocjZKvfOd2xfC7rSXe0DSnlCm56ejkplPkFfpVJh+PcvLzg4GH9/f7Zt22Y6n5mZye7du2nTpk2JxiqEEMK2Qn+9SuivhU8ns4WqrirW9q3EhAau+c79djaDnmtvEpNcOnYX0+bZClezaTkKY26yY/CrCi5uJR2WKIb882iLWBimzUa9fa15U8+hUMQn1JbQduhlthWvMike1eGd9/XMklCqE9o+ffowb948Nm7cyIULF1izZg3z589nwIABQM5UgwkTJjBv3jxWr17NyZMnee6553B1dWXYsGF2jl4IIYQ1XcswcC2j5EdENUoFM9t48UNXb9zU5snCqSQd3dfcZEu8qpC7S46udVeMd2xpq8izwYLsEFb65d0xrKgtcNX7tqO8nWQ6Nrq4omvX8/6DcHHLt2FH3k0bSqNSPYf2o48+4oMPPuC1114jPj4ef39/xowZw5QpU0zXvPzyy2RkZDB58mSSkpJo0aIFf/zxB+7u9789ohBCiNLj1PAqdn3/0JouNPTWMHpbIlFJuR/B3tYaeSPKkavqZN5t6VHkGg6bcvNE37Qt6kMFj6bJDmGln6EYpbs0W8xLdWk79gWn/JuE3AttjyFotuVuf6s+dRjF5ViMgTWs8nxbKNUjtO7u7syaNYvjx49z7do1jhw5wrRp03Byyh0KVygUTJ06lejoaK5fv8769etp0KCBHaMWQghhCwEuKgJc7DsSWtdLw+YBfjxcyznfuc+Op7I4Ot0OUeXKO+3gTlKyq/TLO0KrvHIBMvJ/TSnPRaE6a74rqrbHEKvFYaheC33dJmZtmq2le5S22CO0Wq2WmJgYkpOTTXNZ79ShQwerBCaEEEKURm4aJV939qZNZQem7kvmznVh0w4k80A1R6q52ecDUH3Tthhd3FCkp+Y7J1MOygAXNwwB1VFevQiAwmhEeeE0htBmZpflHZ3VNW6FsUo1rEnbYzCq00dz37lzI9kPP221UWBrs/hfnNFo5IMPPmDRokWkpaUVel1iYqJVAhNCCCHu9HLELQA+6+Bt50hyPh0cV9+NZpUcGPxXPGm6nF3EbmuNvLIrid8e8LXP1AMHR3StuqIJN18sZPDyxejpU/LxiGLT1ww1JbSQM4/WLKG9nYR671aze7Q9h1o9Dl3Lzhg8vVEm5/y7U2Smo971N7o8VRBKC4unHHz++ed88sknDB06lAULFmA0Gnn33XeZO3cu9evXp3HjxqxcufLuDxJCCCHuwY+n0/nxtH0/0s+rpZ8D77b0MGv7+3IWv57NsFNEOavU8zLI/NkyI/88WvMdwzT/rEehza2sYfALQN/EBpWd1JqcLXTvfPeWP6GUbgFtcUL7008/MWDAAD7//HPT1rNNmzZlzJgxbN26Fb1ez86dpb+sgxBCiLJpXnsv5rX3sncY+YwNdSXMw3xL3Kl7k7iebp9tcg0hjTBU8jdvk/qzZYY+T+ku1Z0Lwwz6fBUHtN0Hg9I2c8u13QZiVOamiqpL51CePmaTd90vixPaixcv0q1bt5yb/v3DZWdnA+Do6Mjw4cNZunSpDUIUQggh4Il6rjxRL389WHtTKhS8FZKN0x05RVK2kdd2J2G0x2iWUok2z8iarmnbko9D3BNDUB2Md9TgV968CilJAKgid6NMyN39zahxQNu5n81iMfpURh9mvjZKs2WVzd53PyxOaL28vEhPz/mox8PDAwcHBy5fvmw67+joKPNnhRBCVEhBzkbeDDOferA2LpM/YzPtEo+2/0i03Qejr1aLrBETMOTZRUyUYg6OGKrVMmtS/TvtQLM5z2Kwdj3Bzfzrztq0PcznzKoP/IMiKcGm77wXFie09evX5+jRnNVuSqWS5s2b8+2333L58mUuXrzI4sWLS81+vkIIIcqfDXEZbIiz39zUu3muoRstKmnM2ibtSSIh0w5TD1Rqssa8QsYH36PtO7zk3y/uS0H1aBVXLqA+cdCs3RaLwfLSN2iBIaC66Vih16EOX2fz9xaXxQntww8/TExMDJmZOb9tTps2jbNnz9K4cWOaNm3K2bNnmTZtms0CFUIIUbGN3JLIyC2l95NAlVLBlx290dzxkzU+08Abe5PtF5Qok/LtGHY+Kl8dWH2dRiWz2E+hyJmnewfN9jWg1xVyg31YXLZr1KhRjBo1ynTcrl07du/ezYYNG1CpVPTo0YPatWvbJEghhBCid3Wnu19kZ/W9NUxp6s4Hh2+b2n4/l8HQmhn0C8q/GYMQBTHUqm92rDpzAlXUEbO2khidNb2rQ28cfv8WRXbOoKYy8Saqw7vB0767992pWIvCMjLMP+qpUaMGEyZMYPz48VStWpWLFy8WcrcQQghxf5b19GVZT197h3FXE5u409jHfOrBq7uSSMrKvxmREAUxBAZjdHA0HStSU1Bk5pasM3h6o2vVueQCcnXPma97h7ybO9ibxQlt06ZNWbt2baHnN2zYQNOmTa0SlBBCCFFWaZQKvuzoheqOfRWuZRh4e79MPRAWUqmLnE6g6zoI1JpCz9tCvsVhJw/hGH+1RGMoisUJ7d1Kj+h0OvvsiiKEEEKUMk19HZjY2M2s7aeYdLZdtk/VA1H26PMsDPuPUaVC221gCUeTszmHvo55tYxKB8NLPI7CWJzQAoUmrMnJyWzevBk/Pz+rBCWEEELk5fXDZbx+uHz3C0uJyU09qOdpvlTlpV1J3NbK1ANxd4ZaBSe0uhadMXpXKuFocmh7DjE79j26C7JKR+WRIhPaWbNm4ePjg4+PDwqFgvHjx5uO7/yvZs2aLF++nKFDS26CshBCCFGaOalzqh7cORR0MVXPewdS7BaTKDvy7hj2H22PISUbyB10LTtjcPcyHauyMlDv3mK3eO5UZJWDsLAwnnjiCYxGI4sXL6Zz5875KhkoFApcXFwICwtjyJAhtoxVCCFEBZb0ZKC9Qyi2VpUdeK6hG/NPpJravolKY0hNZzpUcSziTlHRGSsHYnR1R5GWWzFDX60WhnpN7BeUxgFd1wE4rPk5t2nLSnRd+oOdp50WmdD27t2b3r17A5CVlcVTTz1Fy5YtSyQwIYQQojx4s7k76+MyOH87d4OFF3feYueQyrioizXzT1QkCgX6WvVRH9tnatL2HGr3xFHbbSCatb+gMBrI9K2ColM/MOhBZXElWJuw+O1fffWVLeMQQgghyiUXtZIvOnozYEO8qe3cbT0fHrrNjNaedoxMlHba/iNRnTyIQq9HX7sBug697B0SRl9/sh8eh6FGXaI0HoTUrWvvkIAiEtqIiAgAOnToYHZ8N/9dL4QQQljT8M05+8eXhVq0eXWs4sjYUFe+i0oztX11MpUhNZ1p6edgx8hEaaavH0b6nKUor19GX6s+OJSOaSra/o/m/E9MjH0DuUOhCe2AAQNQKBRcu3YNBwcH03FhjEYjCoWCxMTSuy2hEEKIsmvjxbJd8urdlh5svJjJpbScqQcGI7yw8xbhgyrjqJKyl6JgRp/K6H0q2zuMUq/QhHbNmjUAODg4mB0LIYQQ9rC0h4+9Q7gv7holn3Xw4qFNCaa2qCQdHx+5zVvNPewYmRBlX6EJbceOHYs8FkIIIUpS3yBne4dw33oEOjEqxIUlMbnbmM49epuBwU409ZWpB0Lcq3taXpmcnMyJEyc4ceIEycmylZ8QQghhqQ9aeVLFOffHr94IL+xMQmsoekdOIUThipXQ7t69mz59+lCzZk06depEp06dqFmzJn369GHXrl22ilEIIYRgcXQai6PT7n5hKeflqOTT9l5mbccStXx2LLXgG4QQd2Vx2a5NmzYxatQo3NzcGDt2LHXq1MFoNHL27FmWL1/O4MGDWbJkCb162b+khBBCiPJn4q4kAJ6o52rfQKygX5Azw2o5s/xc7rahH0WmMCDYiVAvjR0jE6JssjihnT59OjVr1mTjxo14e3ubnZs6dSq9evVi+vTpktAKIYSwiTF1XewdglXNauPJtstZJGQZAMg25FQ92NjPD5VSqh4IURwWTzk4e/YsY8aMyZfMAvj4+DBmzBjOnj1r1eCEEEKI/3zWwZvPOuT/GVRWVXJS8XFb840VDtzUsuCkTD0QorgsTmhr1KhBWlrhc5fS0tIIDg62SlBCCCFERTC0pjP9g5zM2mYcSuFsss5OEQlRNlmc0L7++ussXLiQAwcO5Du3f/9+vvnmG6ZOnWrV4IQQQoj/XE3XczVdb+8wrEqhUPBJOy88HXKnGGTqc3ZFm34gmT9jM7hwW4fRKBUQhCiKxXNod+7cSZUqVejVqxdhYWHUrl0byJmKcPjwYerXr8+OHTvYsWOH6R6FQsGcOXOsH7UQQogKp/6yawAkPRlo50isq4qLipmtPXluZ5Kp7UyKjrl3VD3wcVTSzFdDWCUNTX0daFZJQ3VXVZE7eApRkVic0H7//fem/z906BCHDh0yO3/y5ElOnjxp1iYJrRBCCGu5s3ZreTOyjgt/nM9g8+WsAs8nZhnYeiWLrVdyz/s6KmlWSUOYrwNNK2kI89UQKEmuqKAsTmhv3bplyziEEEKIIkWNCLB3CDajUCj4sqM3w/5O4Hii1qJ7ErIMbLmcxZY7kuBKTkrCfDU0reRAmK+GsEoOVHVV2SpsIUoNixNaIYQQQthOFRcVOwb5EZOsIzJBS2RCNofjtRxL0JKqs2wObXymgb8vZ/H3HUlu96qOzG3vRbC7/MgX5Zd8dQshhBClhEKhoK6XhrpeGh6pnVN3V28wciYlJ8k9HJ/NkQQtRxK0pFuY5G69kkXHP2/wYWtPHgtxkSkJolwqVkK7bds2vvjiCyIjI0lOTi5w1WViYqLVghNCCCH+02X1DQDCB1W2cyQlS6VUUM9LQz0vDcPvSHJjUnRExucmuUcTC09yb2uNvBiRxLq4TD7v4EVlZ5mGIMoXixPaDRs28NhjjxESEsLQoUP5/vvvefjhhzEajaxbt446derQr18/W8YqhBCiAjuSYNnc0opApVQQ6qUh1EvDiDq5Se7pZB2H47OJTNCy+3o2x/LMx/3rYibtVt7g0/ZeDK7hbI/QhbAJixPaTz75hMaNG7N582aSk5P5/vvvGTVqFF26dCE2NpaePXuaSnkJIYQQ1rZ9oJ+9QyjVVEoF9b011PfW8GgIGI1Gvo9O4+39KWYjtwlZBsZsS2R4bWdmt/HCy7H8Vo8QFYfFX8UnTpzg4YcfRq1Wo1LlfFSh1+cUuK5RowZPPfUUc+fOtU2UQgghKrxmlRxoVsnB3mGUGQqFgrGhbuwYVJnWfvn7bdnZDDqsusH2K5l2iE4I67I4oXV0dMTZOefjCVdXVxQKBTdv3jSdDwwM5Pz589aPUAghhBD3rLanmvX9KjGthQeaPD/1L6frGbIxgSl7kkjXGewToBBWYHFCW7NmTaKjowHQaDTUq1ePNWvWmM6vX7+eKlWqWD9CIYQQAph5OIWZh1PsHUaZpFYqeLWJO1sG+NHAK/9sw69PpdH5z5scuJlth+iEuH8WJ7Q9e/Zk5cqVaLU5E8wnTJjAunXraN68Oc2bN2fTpk089dRTNgtUCCFExTY78jazI2/bO4wyrYmvA9sGVeblRm7kLd51JkVHr3U3mXEohWy9ZSXBhCgtLF4UNmXKFCZMmIBanXPL6NGjcXFxYeXKlahUKiZPnszIkSNtFqgQQoiK7fVm7vYOoVxwVCmY3sqTPkFOTNhxi9jbetM5gxHmHLnNpouZLOrsTX1vjR0jFcJyFie0Go0GHx8fs7Zhw4YxbNgwqwclhBBC5DU1zMPeIZQr7fwd2Tm4Mm/vT+aH6HSzc0cTtXRdc4O3mnvwXAM3VErZjEGUbhZPObh27Rq7du0q9PyuXbu4fv26VYISQgghhO25aZTMbe/Nbz19qeJsnhJk6eHt/SkM/Cue2Ns6O0UohGUsTmjffvtt3n///ULPf/DBB0ybNs0qQQkhhBB5RcZnExkvi5ZsoVd1J3YNqczQAjZb2HU9m46rbvB/p9MK3CFUiNLA4oQ2IiKCBx54oNDzPXv2JCIiwipBCSGEEHl1XXOTrmtu3v1CcU98nFT80M2H77p44+VgPsUgVWfkpYgkHt2SSHK2lPcSpY/FCW1CQgLe3t6Fnvfy8jKrSyuEEEJYU1NfDU19ZZGSrT1Uy4VdQ/zpEeiY79yGi5n0WHOT00myDbEoXSxOaAMCAjh8+HCh5w8dOoSfn2xLKIQQwjbCB1UmfFBle4dRIVR1VbH8AV8+beeFi9p8tPZMio4ea2+yIS7DTtEJkZ/FCe3AgQP55ZdfWLFiRb5zK1euZOnSpQwcONCqwQkhhBDCPhQKBU+FurJzcGXCKpmPjN/WGhm5JZHZkSkYZF6tKAUsLts1efJktm3bxtNPP80nn3xC/fr1USgUnDx5kqioKEJDQ3njjTdsGasQQgghSlgtDzUb+vrxyu4klp4xL+818/BtjiZoWdjZG/e8++oKUYIs/urz8PBg06ZNTJ48GcjZ6nbdunVAzqYLmzdvxtPT0zZRCiGEqPBCf71K6K9X7R1GheSkVvBVRy9mt/FElack7bq4TB5Ye5OzyVLaS9iPxSO0AC4uLkydOpWpU6faKh4hhBCiQNcyZHW9PSkUCp5p4EYDbw1PbEskISv37yMqSUe3tTf4rosPD1RzsmOUoqK6588HdDodERERJCcnWzMeIYQQokCnhlfh1PAq9g6jwusU4Mi2QX408TGfV5uSbeSRvxOYe/S21KsVJe6eE9rExEQGDhxIZGSkFcMRQgghChbgoiLARWXvMAQQ5Kbmr/6VeLiW+UYMRmD6wRSe3H6LNK2MqIuSc18zuEviN7Br167x7LPPUrt2bfz9/WnTpg07d+40i2HmzJmEhoZSpUoV+vfvz6lTp2welxBCCFGRuaiVfN3Zm/dbeaDMM692VWwGD6y7KVvmihJzXwmtQqG4+0X3ISkpid69e2M0Gvntt9/Yu3cvH330kVm9288++4z58+cze/Zstm7dip+fH0OHDuX27ds2jU0IIUTJejniFi9H3LJ3GOIOCoWCFxu5s+IBX7wdzXOCk7d0dFtzg+1XMu0UnahISvUI7eeff06VKlVYtGgRLVq0oEaNGnTp0oV69eqZ3r9gwQImTpzI4MGDadCgAQsWLCA1NZXly5fbNDYhhBAl68fT6fx4Ov3uF4oS1y3QiW0DK9PA23yt+a0sIw9uSuCL4zKvVtiWRQltRkYGPj4+zJkzx9RWqVIljhw5Qtu2bW0W3Lp162jRogVPPvkkderUoWPHjnz99demfxQXLlzg+vXrdO/e3XSPs7Mz7du3Z+/evTaLSwghRMmb196Lee297B2GKEQNdzV/9/djSA3zebUGI7y9P4Xx/9wiXSfzaoVtWFS2y9nZGT8/Pzw8PExtSqWSoKAgmwUGEBsby3fffcdzzz3HxIkTOXbsGK+//joA48eP5/r16wD5ttz18/Pj6tXCaxXGxMTYLuhS8D6RS/refqTv7ae89n2Hf4dgSusfr7z2e3H9LxACjWq+uqDBSO40hN/PZXD0ehof188iwMm6o7XS9/ZTkn0fEhJS6DmL69AOHTqUlStXMm7cOJTKktkNxGAwEBYWxjvvvANA06ZNOXfuHN9++y3jx483XZd3Lq/RaCxyfm9RHWJtMTExJfo+kUv63n6k7+1H+t4+pN/NfVAXul7KZGx4IinZuclrdJqSJ4+5sribD50CHK3yLul7+ylNfW9xQtu/f3/++ecf+vTpw+jRo6lRowbOzs75rmvRooXVgvP39zfNl/1P3bp1uXTpkuk8wI0bN6hWrZrpmvj4+HyjtkIIIcq2DXEZAPQNyv+zR5Q+D1RzYtuAyjy6JYHoO3YRS8gyMGRjPBMbuzG6rivB7sXa40mIAln8VTRo0CDT/+/fv7/QUdHExESrBde2bVvOnDlj1nbmzBmqV68OQHBwMP7+/mzbto3mzZsDkJmZye7du3nvvfesFocQQgj7G7kl5+dL0pOBdo5EWKq2p5rNA/149p9brIvLrXagN8InR1P55Ggq7f0d/r+9+46OukrjP/6eTBopZNIIJYWSAKIUjQICoqDIAgKCKMXKLoTFhghSdHVZ21LCHllOlPWwqywSF40GBAR1JT8FEk1+LMXVBSGhBH6QkF5Iz/z+iAyOKQwyyaR8XudwJPd7M3nm4QGffHO/9zI93IOJXdvR3rVpfgIsrY/NDW1MTExjxlGnxx9/nLvvvpvo6GgmT57M4cOHefvtt3nxxReBmqUGc+fOZfXq1URERBAeHk50dDSenp5MmTKlyeMVEZHGMzpER6q2RN4uTmwc6ceqQ4X8+UDtLTUTM8pJzChn0Tf53BPmzrRwD+7o5Ibxl5vbijTA5oZ2xowZjRlHnW666SY2bdrEyy+/zKpVqwgODub5559n1qxZljnz5s2jpKSE5557jry8PCIjI/n444/x9vZu8nhFRKTxbL7L39EhyK/kZDCweEB7+vq5MHdPLvnltR8KK6ky82FaCR+mldCxnRMP9PBgWrgHfXxd6nhFEWuGvLy8q37U8MyZM2RlZREeHo6Xl1djxNVqNKcF022Ncu84yr3jKPeOobzbLq+smo9PlPD+8WJSLlRccX5/fxem9fBgSvd2BLarffSxcu84zSn3V7VYZfv27dx0003069ePkSNHsn//fgCys7MZMmQI27Zta5QgRUREpHUwuTnx296efHFPB/7v5A4s7OdNsGftRvWSQ9kVLE3O57rN55n272y2niyhrEqHNIg1mxvazz77jEceeYSAgAAWL15sdeKHv78/wcHBxMbGNkqQIiIipnfOYnrnrKPDEDsK93HhD5HtOXx/ENt+E8CMcA+8nOteO1tphl3ppTyakEOvf53j2cQ8UjLL0QFkAlfR0K5cuZJBgwbx+eefM3v27FrXb7nlFr777ju7BiciIiKtn5PBwG2d3HjzNl+OTuvI34b7MqKzG/U9FpZXbuYfR4sZteMCU/7jzmv/KeBQdrmO123DbH4o7IcffmhwK6ygoCCysrLsEpSIiMgvabuutsHTxYmpPTyY2sODs8VVfJh6kfePX7Tay/bnTpc4sepQIasOFRLqZeSeMHfGh7VjYKCrdkpoQ2xuaF1dXSkrK6v3enp6utXRuCIiIiLXoounkWf6eTOvrxeHsiuIPX6RuLQScsqq65x/uqiKN78v5s3viwl0d2JcqDv3hLVjeCc3XI1qblszm5ccDB48mPj4+DqvFRQUsGnTJm677Ta7BSYiIiICNfvODwhwZeVgE0emdmTTSD/Gh7nj0kAXc6G0mnd/vMiUL7IJ/9c5Zn+Vw9aTJRRX1N0MS8tm8x3aJUuWMGbMGO69917uv/9+AA4fPkxqaipr166loKCARYsWNVqgIiLStk39dzag/WjbOlejgXFh7RgX1o7csmreTTlJcqkPu/9fKWVVdX9OQfnlPW7djTCyizv3hLozJrQdvm46naw1sLmhvfHGG4mLi2P+/Pk8+eSTALz00ksA9OjRg7i4OHr16tU4UYqISJv3WXrplSdJm+Lr5sQ9QVXMj/CnqKKaL8+Wse1UCZ+nl1JQUfcDYqVV8OnpUj49XYrRkMewjm6MD3NnXFg7OnnUv32YNG82N7QAw4YNIyUlhcOHD5OWlkZ1dTXdunVjwIABGAxamyIiIo3n/Tv9HB2CNGNeLk5M7NqOiV3bUVZl5utzZWw/VcKO06Vklda9zKDKDF+dK+Orc2Us/CafyAAX+vi6EOxlJNjTSLCnMyFeRjp7GHGvZzsxaR6uqqG9pF+/fvTr18/esYiIiNRrTGg7R4cgLYSb0cCoYHdGBbvzl1vNfJtZzrZTJWw/XUp6UT3rEoD9WRXsz6r79LIO7Zx+anKNPzW8zgR7Ggn5qfkNcHfSzT0HuqqGtrKyktjYWD7//HPS09MBCAkJ4e6772b69Om4uOi8ZREREWk+jE4GhnR0Y0hHN14faOZQdgXbT5ey/VQJR/Lq3gqsLpkl1WSWVPOfehped2PNrgzBns4EexkJ9TIyMNCVgR1c8Wzo6TWxC5sb2oyMDCZPnswPP/yAj48PYWFhmM1m9u7dy44dO1i3bh3x8fEEBQU1ZrwiItJGvXu0GIDHenk6OBJpqS7tljAgwJU/3NSeY/kVbD9VyrZTJfU2qrYqrYLUgipSC6zvALs4QWSAK8M6ujGsU02D6+GsBtfebG5oFy1axLFjx1i7di3Tp0/HaKxZOF1VVUVsbCwLFixg0aJFbNiwodGCFRGRtuuZxDxADa3YT4SPC/P7uTC/nzdni6s4nF3OmeIqzhRV1fz3p9+fK6mi+lceQlZRDd9klvNNZjnRh2sa3JsDf2pwO7oxsIMr7bQ+95rZ3NB++eWXzJkzh4ceeshq3Gg08vDDD3PkyBH++c9/2j1AERERgEd7ejg6BGnFunga6eJZ9zrtimoz5y7WbnTPFFdypqiK9OIqCuvZVaH2a0FSRjlJGeWsOlSI66UGt9NPDW6gqx5A+xVsbmjd3NwICQmp93pYWBhubm52CUpEROSX1gz1dXQI0ka5OBkI9XIm1Kv+tim/vNrS8KYXVfJdTgV7zpWRVlj/Q2gA5dWQmFFOYkY5KynEzVjT4N7W0Y1hndy4OUANri1sbmgnT57MRx99xMyZM2s9/FVeXs5HH33EpEmT7B6giIiISHPn4+qEj58T1/tZ90hni6vYe76MvefK2Hu+jBNXaHDLqmDf+XL2nS+Hg4W4G2FgBzfm9fXizi7ujfkWWjSbG9oJEyaQmJjIiBEj+O1vf0v37t0xGAwcP36cd955B4CJEyeyf/9+q8+LjIy0b8QiItImnbtY0who83tpSbp4Gpnaw4OpPWqWzKQXVbLvfDl7fmpyTzWwjRjUPGz29bkyvj5Xxos3tefZfl7aHqwOV9XQXrJgwQJLMs1mc51zzGYzBoOBnJwce8QpIiJt3HWbzwOQN7OLgyMR+fVCvJyZFu7MtPCaBvd0UeVPd29rmtyG9sl95T8FpBZU8sYQE65GNbU/Z3NDGxMT05hxiIiINKhjO211JK1PqJczMyKcmRFRs3vHqcJKy93bvedrdl34udjjFzldVMnGkf74uunvxCU2N7QzZsxozDhEREQadGRaJ0eHINLowrydCfN25qEIT8zmmiN8H03IIa/88k/E954vZ9T2C3wwyp/u7X/Voa+tjlp7ERERkWbIYDBwe2d3vrgnkG7e1mvHjxdUctf2CyRllDkouuZFDa2IiIhIMxbh48K/7wnk1iBXq/Gcsmom7sriw9SLDoqs+VBDKyIiLcLtn2Ry+yeZjg5DxCH83Y1sGR3AA92tD38or4bZX+ey/ECB1YP6bY0aWhERaREOZVdwKLvC0WGIOIyb0cDfhvuyZIB3rWvLDxYyZ08uZVVts6nVSmIREWkR/s/4QEeHIOJwBoOBJTe2p3t7Z57cm0t59eVrH6SWkF5UxaaRfvi5t639mnWHVkREWoQBAa4MCHC98kSRNuCBHh5sGR2A3y+27krKKOeu7Rc4nt+2fppx1Xdojx49ysmTJ8nNza1zrcb06dPtEpiIiIiI1G9IRzf+fU8gD3yRzfGCSst4WmEVd22/wHt3+jOso5sDI2w6Nje0p06dYs6cOSQnJ9e76NhgMKihFRGRRvHnAwUALL2xvYMjEWk+urd35ot7Anlodzb7zpdbxvPKzUz6LIu/DvVl+k+nkrVmNje08+fP5/Dhw7z22msMHToUk8nUiGGJiIhYW3GwEFBDK/JLvm5OxN8dwLzEPN4/fnkLr4pqmLsnl9SCSl640RuDofUel2tzQ5uUlMTTTz/N3LlzGzMeERGROi2u48luEanhajTw5jATPdo78+p/CqyuRR8q5ERBJTHDfHF3bp1Nrc0NrY+PD/7+/o0Zi4iISL10Z1akYQaDgYX9venubWTu3lzKqi5f++hEzQ4IsXf5EdAKd0CweZeDGTNmsGXLlkYMRURERESu1eTuHmz7TQAB7tZtXvKFcu7cdoGjea1vBwSb79COGjWKhIQExo8fz8yZMwkODsZorN3hR0ZG2jVAERERgINZNQ+8aOsukSsb2OHyDgg/5l/eAeFUURWjd1zgo7sDiAxsPX+XbG5ox44da/n9vn37al03m80YDAZycnLsE5mIiMjP3LHtAgB5M7s4OBKRlqGrtzOfjwvk0YQcvjpXZhnPKzczcVcWsXf5M7xT69jWy+aGNiYmpjHjEBERaVB/fxdHhyDS4pjcnIi7259nE/PYeOzyDghFlWbu/yKLd+7wY2xoOwdGaB82N7QzZsxozDhEREQa9NWEDo4OQaRFcnEy8NehJjp6GFl1qNAyXlYFD+/O4a3bfHmgR8veq1ZH34qIiIi0cgaDgRduas8rt1jvFlJlhjlf5/L3I0UOisw+6r1Du2LFiprtHxYuxMnJiRUrVlzxxQwGA4sWLbJrgCIiIiJiH0/d4E17FyeeSczj0rmvZmBBUj4F5Wbm92uZ+z3X29AuX74cg8HAM888g6urK8uXL7/ii6mhFRGRxtL7X+cAODKtk4MjEWnZHu3libeLgaivc6k0Xx7/0/4C8sur+WNk+xZ3qli9DW1ubm6DH4uIiDSl8yXVjg5BpNWY3N0DLxcnHknIpvRnBzC88V0RBeVmom/1wakFNbVaQysiIi3C/6Z25H9TOzo6DJFW4+4Qdz66OwBvF+vG9R9Hi5nzdS4V1eZ6PrP5UUMrIiItQicPI508Wt+RnSKONLSjG9t+E4Cfm3VL+GFaCQ/vzqG0smU0tWpoRURERNqwAQGufDo2gE4e1m3hrvRS7v8ii8KK5r/cRw2tiIi0CPP25TJvn57nEGkMvU0u7BwbSDdv65+C7DlfzsRdWeT8fKFtM6SGVkREWoQNP15kw48XrzxRRH6Vrt7O7BwbyHUm6z0D/pNVwbidWZy/2HybWjW0IiLSIrwxxMQbQ0yODkOkVevoYWTHmAAiA6yPmv5fXiW/+fQCJwsrHRRZw351Q1tYWEhhYeGVJ4qIiNjBY708eayXp6PDEGn1/NyNbPlNALd1dLUaP1lYxZhPL3Akr8JBkdXvqhratLQ0oqKi6NatG2FhYYSFhdGtWzeioqI4fvx4Y8UoIiIiIk3I28WJD0cF8JsQd6vxcxerGftpFgeyyh0UWd3qPVjhl/bv38+kSZMoKSlh5MiRhIeHYzabSU1NJT4+np07dxIfH8/NN9/cmPGKiEgbtfN0CQBjQts5OBKRtsHd2cDGkX48vieXD9NKLOM5ZdVM2JVFdG8nIhwY38/Z3NAuWbIELy8vEhIS6NGjh9W148ePM378eJ5//nk+//xzuwcpIiIy/cscAPJmdnFwJCJth4uTgb8N98XbxYl/HC22jBdWmHn6ezeCOpdyR2f3Bl6hadi85OC///0vs2bNqtXMAoSHhzNr1iy+++47uwYnIiJyyegQd0aHOP5/nCJtjZPBwOpbfZjf18tq3MfZTPf2Nt8bbVQ2R9GhQwecnOrvf41GI0FBQXYJSkRE5Jc23+Xv6BBE2iyDwcAfb/ahvasTf9pfQIC7EzF9Sgj1ah4Nrc13aJ944gnWr1/PmTNnal07ffo069ev54knnrBrcCIiIiLSfMzv582aISY+utufrh7N51hcm9vqkpISfHx8uPnmmxk7dizdu3cHIDU1lV27dtGjRw8uXrzImjVrLJ9jMBh4+umn7Rbs6tWreeWVV5g9ezarVq0CwGw2s3z5cjZs2EBeXh6RkZFER0dz3XXX2e3rioiIiEiNR3/aPu9YjoMD+RmbG9ply5ZZfh8fH1/r+vfff8/3339vNWbPhjYlJYUNGzZw/fXXW42vWbOGmJgYYmJiiIiIYOXKlUyaNImUlBS8vb3t8rVFRMTxTO+cBfRQmIjUZnNDe+jQocaMo0H5+fnMnj2btWvXsnLlSsu42Wzmrbfe4plnnmHixIkAvPXWW0RERBAXF8fMmTMdFbKIiIiINBFDXl5e81kAUY+ZM2cSGhrKn/70J8aNG0efPn1YtWoVJ0+eZMCAAezevZubbrrJMv+BBx7Az8+PdevW1fl6x44da6rQRURERMQOIiLq3/W2eTya1oANGzaQlpbG3/72t1rXMjIyAAgMDLQaDwwM5Ny5c/W+ZkMJsbdjx4416deTy5R7x1HuHUe5dwzl3XGUe8dpTrm/qob2yJEjrFu3joMHD5Kfn091dbXVdYPBwMGDB+0W3LFjx3j55ZfZuXMnrq6u9c4zGAxWH5vN5lpjIiIiItI62bxt17fffsuIESPYsWMHQUFBnDx5kq5du9KpUyfS09Px9PRkyJAhdg0uOTmZ7Oxsbr31Vvz9/fH392ffvn2sX78ef39//Pz8AMjMzLT6vKysrFp3bUVERESkdbK5oX311Vfp3LkzKSkpvPnmmwA8++yz7Nq1i507d3L27FmmTJli1+DGjRtHYmIie/bssfy68cYbue+++9izZw/h4eEEBQWRkJBg+ZzS0lKSkpIYNGiQXWMRERERkebJ5iUHBw4c4LnnnsNkMpGbmwtgWXIwaNAgHn30UV577TVGjhxpt+BMJhMmk8lqzMPDA19fX/r06QPA3LlzWb16NREREYSHhxMdHY2np6fdm2sRERERaZ5sbmgNBgM+Pj5ATVMJkJNzeUfd8PBw1q9fb+fwrmzevHmUlJTw3HPPWQ5W+Pjjj7UHrYiIiEgbYXNDGxoaSlpaGgBubm6EhYWRkJDAfffdB0BiYqJlTWtj2rFjh9XHBoOBpUuXsnTp0kb/2iIiIiLS/Ni8hnbEiBFs3boVs7lm29pHH32UTZs2MWHCBMaPH8/mzZu5//77Gy1QEREREZG62HyHduHChUyZMoXKykpcXFx45plnMJvNxMfHYzQaWbJkCc8++2xjxioiIiIiUovNDa3JZGLAgAGWjw0GA88++6yaWBERERFxKJuXHIiIiIiINEdXvEP7j3/8g6CgIMaNGwdAQUEBDz74YK15oaGhxMTE2D9CEREREZEGNHiHdvv27SxcuNCyXRdAZWUle/fu5cSJE2RkZJCRkcH58+d5//33+eyzzxo9YBERERGRn2vwDm1cXByRkZEMGzas1rWYmBhuv/12y8ejRo1i8+bNjB492v5RioiIiIjUo8E7tPv372fUqFE2vdDo0aNJSUmxS1CtSUREhKNDaLOUe8dR7h1HuXcM5d1xlHvHaU65b7ChzczMpEuXLlZj7u7uzJo1i+DgYKvxjh07cuHCBftHKCIiIiLSgAaXHLi5uVFSUmI15uHhwapVq2rNLSkpwcXFxb7RiYiIiIhcQYN3aLt27WrzMoKUlBS6du1qj5hERERERGzWYEM7evRotm7dytGjRxt8kSNHjrB161bGjBlj1+BERERERK7EkJeXZ67vYl5eHoMGDcJgMPD6668zYcIEnJ0vr1KorKxky5YtvPDCCzg5OZGYmIivr2+TBC4iIiIiAle4Q2symfjggw8wGo3MmjWLsLAwhg8fztixYxk+fDihoaFERUXh4uLCv/71r1bZzO7bt49p06Zx3XXXYTKZ2LRpk9X1zMxM5s6dS+/evenUqRP33XcfqampluunTp3CZDLV+euvf/2rZV5eXh5RUVGEhoZa8pqXl9dUb7NZaqrc9+3bt9b1ZcuWNdXbbHauNe8AGRkZREVF0bNnTzp37szQoUP54IMPrOao5mtrqtyr5muzR+5PnDjBgw8+SI8ePQgJCeGxxx4jMzPTao7qvramyr3qvra//OUvjBgxgpCQEHr06MHUqVP54YcfrOaYzWb+/Oc/07t3bzp27Mi4ceP43//+ZzWnrKyM5557ju7du9O5c2emTZvG2bNnreY0du1f8ejb/v37k5SUxB//+Ef69etHeno6ycnJpKen079/f5YtW0ZiYiL9+/e3W1DNSXFxMX369GH58uW0a9fO6prZbObBBx8kLS2NTZs28fXXXxMSEsLEiRMpLi4GIDg4mKNHj1r9Wr16NQaDgQkTJlhea9asWRw+fJgPP/yQuLg4Dh8+zJw5c5r0vTY3TZV7gEWLFlnNW7hwYZO9z+bmWvMO8Pvf/54ff/yR2NhYEhMTmTZtGnPmzGHfvn2WOar52poq96Ca/6VrzX1xcTGTJk3CbDazdetWdu3aRXl5OdOmTaO6utryWqr72poq96C6/6W9e/fyu9/9js8++4xPPvkEZ2dn7r33XnJzcy1z1qxZQ0xMDCtWrGD37t0EBgYyadIkCgsLLXOWLl3Ktm3b+Pvf/86nn35KYWEhU6dOpaqqyjKnsWu/wSUHYq1Lly6sXLnScvTv8ePHufnmm9mzZw99+/YFoLq6mp49e/LSSy/xyCOP1Pk69957LwaDgfj4eACOHj3KoEGD2LVrF4MHDwYgKSmJMWPGkJKS0qz2eXOUxso91HzXHhUVxVNPPdX4b6SF+bV579KlCytWrOChhx6yvNYNN9zAnDlzeOqpp1TzNmis3INq/kp+Te53797Nfffdx4kTJzCZTADk5+fTtWtX4uPjueOOO1T3Nmis3IPq3hZFRUWEhoayadMmxowZg9lspnfv3syePdvS/JeUlBAREcErr7zCzJkzyc/PJzw8nJiYGB544AEAzpw5Q9++fYmLi+POO+9sktq/4h1aqV9ZWRlQszfvJU5OTri5uZGUlFTn55w8eZKvvvqKxx57zDKWnJyMl5cXgwYNsowNHjwYT09Pvv3228YJvoWzV+4vWbt2Ld26dWPYsGFER0dTXl7eKHG3dLbmffDgwWzZsoWcnByqq6vZsWMH2dnZltMFVfNXz165v0Q1bztbcl9WVobBYMDNzc0yx93dHScnJ8sc1f3Vs1fuL1HdN6yoqIjq6mrLNwanTp0iIyODkSNHWua0a9eOIUOGWGr24MGDVFRUWM0JDg6mV69eljlNUftqaK9Bz549CQkJ4eWXXyY3N5fy8nLeeOMNzp49S0ZGRp2f889//hN/f3/Gjh1rGcvMzMTf3x+DwWAZMxgMBAQE1FoDJDXslXuAOXPmsH79erZt20ZUVBRvvvkmCxYsaIq30eLYmvd33nkHg8FA9+7d6dChA1FRUaxfv55+/foBqvlfw165B9X81bIl97fccgteXl689NJLFBcXU1xczB/+8Aeqqqosc1T3V89euQfVvS2WLFlC3759GThwIIAlf4GBgVbzAgMDLTWbmZmJ0WjE39+/wTmNXftqaK+Bi4sLGzdu5MSJE3Tr1o1OnTqxZ88eRo0ahdForDW/srKS2NhYZsyYUesQip//IV9iNpvrHBf75v7JJ59k+PDh3HDDDTzyyCOsXr2ajRs3kpOT01Rvp8WwNe+vvvoq2dnZbN26lYSEBJ566inmzp3Ld999Z5mjmr869sy9av7q2JL7gIAA3n33Xb744guCg4MJDQ0lPz+f/v37W/35qO6vjj1zr7pv2PPPP88333zDxo0ba/1/9Jf1aUvN/nJOY9d+gyeFyZUNGDCAvXv3kp+fT0VFBQEBAdx5553ceOONtebu3LmT8+fP11rf2aFDB7Kysqz+YM1mM9nZ2bW+K5LL7JH7ukRGRgKQlpaGn5+f3eNu6a6U9xMnTvD2229brXnr27cvSUlJvP3226xdu1Y1/yvZI/d1Uc1fmS3/3owcOZKDBw+SnZ2N0WjEZDLRs2dPwsLCAP1b/2vZI/d1Ud1ftnTpUj7++GO2bdtmdUhWUFAQUHOHNTg42DKelZVlqdkOHTpQVVVFdnY2AQEBVnOGDBlimdPYta87tHbi4+NDQEAAqampHDhwoNaPtaHmR95Dhw4lPDzcanzgwIEUFRWRnJxsGUtOTqa4uNhqvYnU7VpyX5dLd7Iu/UWWutWX94sXLwLU+g7faDRanjhWzV+ba8l9XVTztrPl3xt/f39MJhNfffUVFy5csBw6pLq/NteS+7qo7mssXryYuLg4PvnkE3r27Gl1LSwsjKCgIBISEixjpaWlJCUlWWp2wIABuLi4WM05e/as5UEwaJra1x3aKygqKiItLQ2oebLyzJkzHD58GF9fX0JCQtiyZQt+fn6Ehoby/fffs2TJEsaNG2e1OBogPT2dL7/8knXr1tX6Gr169eKuu+5i/vz5rFmzBrPZzPz58xk9enSbfuq1KXKfnJxMSkoKt912G+3bt+fAgQM8//zzjBkzhpCQkCZ5n83Ntea9Z8+edO/enQULFvDqq6/i5+fH9u3bSUhIIDY2FlDN16cpcq+ar5s9/r1577336NmzJ4GBgSQnJ7NkyRIef/xxS02r7uvWFLlX3ddt4cKFbN68mffeew+TyWRZM+vp6YmXlxcGg4G5c+eyevVqIiIiCA8PJzo6Gk9PT6ZMmQLUfKPx8MMP89JLLxEYGIivry8vvPAC119/vWWHiaaofW3bdQV79uxh/PjxtcanT5/OW2+9xbp161i7di2ZmZkEBQUxbdo0Fi1ahKurq9X8119/nbfffpsjR45YPa15SW5uLosXL2bnzp0AjBkzhpUrV1qeNGyLmiL3Bw8eZOHChfz444+Ul5cTEhLC5MmTmTdvHh4eHo36/pore+Q9NTWVZcuW8c0331BcXEy3bt144oknmDFjhmWOar62psi9ar5u9sj9smXLiI2NJTc3l9DQUGbOnMkTTzxhtUZQdV9bU+RedV+3+upu8eLFLF26FKhZGrB8+XLeffdd8vLyiIyMJDo6mj59+ljml5aW8uKLLxIXF0dpaSnDhw9n9erVVssUGrv21dCKiIiISIumNbQiIiIi0qKpoRURERGRFk0NrYiIiIi0aGpoRURERKRFU0MrIiIiIi2aGloRERERadHU0IqIiIhIi6aGVkRERERaNDW0IiIiItKi/X9xDzYNhLRluAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], cigar.query(\"california\")[\"cigsale\"], label=\"California\")\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], calif_synth_lr, label=\"Synthetic Control\")\n",
    "plt.vlines(x=1988, ymin=40, ymax=140, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.ylabel(\"Gap in per-capita cigarette sales (in packs)\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d66780b",
   "metadata": {},
   "source": [
    "好吧……似乎有些不对劲。这张照片中什么吸引了你的注意力？首先，干预后，合成控制的卷烟销量超过了加州。这表明干预措施成功地降低了卷烟需求。其次，注意干预前的时期是如何完美拟合的。合成控制能够与加利福尼亚州完全匹配。这表明我们的综合控制模型可能过度拟合数据。另一个迹象是干预后综合控制结果变量的巨大差异。注意它是如何不遵循平滑模式的。相反，它会上下波动。\n",
    "\n",
    "![img](./data/img/synth-control/out-of-sample.png)\n",
    "\n",
    "如果我们思考为什么会发生这种情况，请记住我们的供体池中有 38 个州。因此，我们的线性回归有 38 个参数可供使用，以使预处理池与处理尽可能接近。在这种情况下，即使 T 很大，N 也很大，这给我们的线性回归模型提供了太多的灵活性。如果您熟悉正则化模型，可以使用 Ridge 或 Lasso 回归来解决此问题。在这里，我们将研究另一种更传统的避免过拟合的方法。\n",
    "\n",
    "## 不要外推\n",
    "\n",
    "假设您有下表中的数据，并被要求构建一个合成控制，以使用控制单元的任何线性组合来重现处理过的单元。\n",
    "\n",
    "|单位|销售额|价格|\n",
    "|--|--|--|\n",
    "|控制 1|8|8|\n",
    "|控制 2|8|4|\n",
    "|控制 3|4|5|\n",
    "|处理 |2|10|\n",
    "\n",
    "由于有 3 个单位和只有 2 个属性要匹配，因此有多个确定性的解决方案可以解决这个问题，但一个不错的解决方案是将第一个控件乘以 2.25，将第二个控件乘以 -2，然后将两者相加。请注意第二次乘法如何创建一个销售量为 -16 且价格为 -8 的假单位。这种乘法将控制 2 单元外推到没有多大意义的数据区域，因为负价格和销售几乎是不可能的。第一个乘法也是外推，因为它将第一个单位带到销售和价格为 18 的地区。这些数字远高于我们数据中的任何数字，因此是外推。\n",
    "\n",
    "当我们要求它创建合成控制时，这就是回归正在做的事情。外推在技术上并没有错，但在实践中却很危险。我们假设我们从未见过的数据表现得像我们拥有的数据。\n",
    "\n",
    "一种更安全的方法是将我们的合成控制限制为仅进行插值。为此，我们将权重限制为正且总和为 1。现在，合成控制将是供体池中单元的凸组合。在进行插值时，我们会将处理后的单元投影到由未处理单元定义的凸包中，就像下图一样。\n",
    "\n",
    "![img](数据/img/synth-control/extrapolation.png)\n",
    "\n",
    "这里注意两点。首先，在这种情况下，插值将无法创建处理单元的完美匹配。这是因为被处理的是销量最少、价格最高的单位。凸组合只能精确复制控制单元之间的特征。另一件需要注意的是插值是稀疏的。我们将处理过的单元投影到凸包的墙上，而这面墙仅由几个单元定义。出于这个原因，插值将为许多单元分配零权重。\n",
    "\n",
    "这是一般的想法，现在让我们将其形式化一点。合成控制仍定义为\n",
    "\n",
    "$\n",
    "\\hat{Y}^N_{jt} = \\sum^{J+1}_{j=2} w_j Y_{jt}\n",
    "$\n",
    "\n",
    "但是现在，我们将使用最小化的权重 \\\\(\\pmb{W}=(w_2, ..., w_{J+1})\\\\)\n",
    "\n",
    "$\n",
    "||\\pmb{X}_1 - \\pmb{X}_0 \\pmb{W}|| = \\bigg(\\sum^k_{h=1}v_h \\bigg(X_{h1} - \\sum^{J+1}_{j=2} w_j X_{hj} \\bigg)^2 \\bigg)^ {\\frac{1}{2}}\n",
    "$\n",
    "\n",
    "受限于 \\\\(w_2, ..., w_{J+1}\\\\) 为正且总和为 1。请注意，\\\\(v_h\\\\) 在最小化处理和合成控制之间的差异时反映了每个变量的重要性。不同的 \\\\(v\\\\)s 会给出不同的最佳权重。选择 \\\\(V\\\\) 的一种方法是使每个变量都具有均值零和单位方差。一种更复杂的方法是选择 \\\\(V\\\\) 以使有助于更好地预测 \\\\(Y\\\\) 的变量获得更高的重要性。由于我们希望保持代码简单，我们将简单地为每个变量赋予相同的重要性。\n",
    "\n",
    "为了实现这一点，首先，定义上述损失函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c9ed766d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import List\n",
    "from operator import add\n",
    "from toolz import reduce, partial\n",
    "\n",
    "def loss_w(W, X, y) -> float:\n",
    "    return np.sqrt(np.mean((y - X.dot(W))**2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c7f65ca",
   "metadata": {},
   "source": [
    "由于我们对每个特征都使用相同的重要性，所以我们不需要担心 \\\\(v\\\\)。\n",
    "\n",
    "现在，为了获得最佳权重，我们将使用 scipy 的二次规划优化。 我们将限制权重总和为 1\n",
    "\n",
    "```python\n",
    "lambda x: np.sum(x) - 1\n",
    "```\n",
    "\n",
    "此外，我们将优化界限设置在 0 和 1 之间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e8ad12e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import fmin_slsqp\n",
    "\n",
    "def get_w(X, y):\n",
    "    \n",
    "    w_start = [1/X.shape[1]]*X.shape[1]\n",
    "\n",
    "    weights = fmin_slsqp(partial(loss_w, X=X, y=y),\n",
    "                         np.array(w_start),\n",
    "                         f_eqcons=lambda x: np.sum(x) - 1,\n",
    "                         bounds=[(0.0, 1.0)]*len(w_start),\n",
    "                         disp=False)\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ff6cf05",
   "metadata": {},
   "source": [
    "有了这个实现，让我们得到定义合成控制的权重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "845242c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum: 1.0000000000007458\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.    , 0.    , 0.    , 0.0852, 0.    , 0.    , 0.    , 0.    ,\n",
       "       0.    , 0.    , 0.    , 0.    , 0.    , 0.    , 0.    , 0.    ,\n",
       "       0.    , 0.    , 0.    , 0.113 , 0.1051, 0.4566, 0.    , 0.    ,\n",
       "       0.    , 0.    , 0.    , 0.    , 0.    , 0.    , 0.    , 0.    ,\n",
       "       0.2401, 0.    , 0.    , 0.    , 0.    , 0.    ])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calif_weights = get_w(X, y)\n",
    "print(\"Sum:\", calif_weights.sum())\n",
    "np.round(calif_weights, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "598d8b34",
   "metadata": {},
   "source": [
    "有了这个权重，我们将状态 1,2 和 3 乘以零，状态 4 乘以 0.0852 和\n",
    "很快。 请注意权重是如何稀疏的，正如我们所预测的那样。 此外，所有权重总和为 1，并且介于 0 和 1 之间，满足我们的凸组合约束。\n",
    "\n",
    "现在，为了获得合成控制，我们可以将这些权重乘以状态，就像我们之前使用回归权重所做的那样。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a6f8e45d",
   "metadata": {},
   "outputs": [],
   "source": [
    "calif_synth = cigar.query(\"~california\").pivot(index='year', columns=\"state\")[\"cigsale\"].values.dot(calif_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b29839e5",
   "metadata": {},
   "source": [
    "如果我们现在绘制合成控制的结果，我们会得到一个更平滑的趋势。 另请注意，在干预前期间，合成对照不再精确复制处理过的对象。 这是一个好兆头，因为它表明我们没有过度拟合。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "74ea7a3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], cigar.query(\"california\")[\"cigsale\"], label=\"California\")\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], calif_synth, label=\"Synthetic Control\")\n",
    "plt.vlines(x=1988, ymin=40, ymax=140, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.ylabel(\"Per-capita cigarette sales (in packs)\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f65834a",
   "metadata": {},
   "source": [
    "有了手头的合成控制，我们可以将干预效果估计为干预结果与合成控制结果之间的差距。\n",
    "\n",
    "$\n",
    "\\tau_{1t} = Y^I_{jt} - Y^N_{jt}\n",
    "$\n",
    "\n",
    "在我们的具体案例中，随着时间的推移，效果会越来越大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "355fd975",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r13RGNIcOHcrevXtZsWIFs2bNYsWKFZiammpX9Oc29vb2JCQkGHRDitTk/enTp2/8WitWrABg3bp1rFu3Lt1zdu3aRWBgIK6urq997fTmn6e+LwMDA9N9TmpliZc/XPTo0YMePXoQHh7O2bNn2bNnD6tWraJHjx4cO3aMUqVKASnvrZ9//pm5c+dy8+ZNjh8/zvLly1mwYAFhYWGv/LCXG6X2xbfffsuoUaOMHI0Q2Ufm3AqRh6SOyLw4b/FVo4h37tyhbNmyaRLb5ORkTp06leb81NdLTk5O9/VSb12fOHEii9HnDEtLywynbLRs2ZLixYuzbt06Dh8+zLVr12jXrl268zqz6lX99jpq1apFRERElkpNZXVU2cbGhgoVKhASEsK5c+deK05Iud3v7e2Nq6sr7733XrpfNWrUICEhgbVr1wIpJdscHBy4fv36GyfwZcqUwdraGh8fH+3t9BeljkxmNH3D3t6eFi1a8P333zNq1ChiY2PZv39/mvMUCgVly5Zl8ODB7N69GwsLizTzuPOK2rVrA0jtbJHvSHIrRC6yadMmDh48mG6CFBAQoF0M06BBA2176sKXlxdRpfL09OTOnTs6c+00Gg2zZ8/mxo0bac53dHREoVBkmGwMGzYMc3NzJk+enO5cvKSkJG2NXUOIioriu+++y3CEbuHChURGRqJSqdLM+VUoFAwePBi1Ws3w4cOBlLm42eFV/fY6UisDjB49msePH6c5nt6mHqnvh6zEkXoX4LPPPiM0NDTN8RffOxlJXUg2dOhQfv3113S/UrfhTV1YZmJiwgcffEBcXJx2Y44XJSUl4e/vr9f3YGZmRq9evYiOjmbatGk6HwCfPn3K3LlzUSgUOqXW/vnnH53b9KlSR3ktLS0B8PHxSbdGckhICAkJCdrz8pqqVavSoEEDdu3alWaxX6pbt27l+FbWQrwpmZYgRC5y7tw5Fi9ejJubG3Xr1tUusrl//z779u0jJiaG2rVr88EHH2ifU7t2bWxtbfnrr78wNzencOHCKBQKevXqhaenJx9++CGfffYZTZo0oVOnTpiamnL69Gl8fX1p06YNe/bs0YnBxsaGunXrcvLkSXr16kXVqlUxNTWlfv36NGjQgNKlS7Nw4UI++ugj6tWrR8uWLSlZsiRJSUk8fvyY06dPExcXx4MHDwzSRwkJCcycOZM5c+ZQo0YN7WYLoaGhnDp1Ch8fH0xNTZk3bx4WFhZpnt+/f39mzpyJv78/JUuWpEmTJtkS16v67XU0btyY6dOn8/XXX1OjRg3eeecdihUrRmxsLA8fPuTEiRN4enpy7Ngx7XOaNWvG+fPnee+992jVqhWWlpYUKVKE3r17Z3idAQMGcPr0adauXUu1atVo37497u7uBAQEcOrUKWrVqpVhuSpImfO7adMmTExM0tTpfVGlSpWoWbMm586d49ChQzRr1ozx48fj7e3NgQMHqF69Om3atMHR0ZEnT55w9OhR+vfvr3ed1a+//pqTJ0+yevVqLl++TNOmTbV1bkNDQxk/frzOYrQhQ4Zgbm5OvXr18PT0RKFQcP78eU6ePEmxYsW0i+IOHTrEl19+Sa1atShTpgyurq4EBASwa9cukpOT05Q3y0t+//13OnfuzKeffspvv/1GrVq1tP1/48YNLl++zJo1a2Qra5GnSHIrRC7y8ccfU7p0aQ4ePIiPjw8HDx4kOjoaR0dHateuTZcuXejfv792kRSkzJlcu3Yts2bN4q+//tIuLqpbty6enp68//77mJubs2jRItatW4elpSX16tVjwYIFbNu2LU1yCyklqL788ktOnDjBP//8Q3JyMhMmTNAmae+++y6VKlViwYIFHD58mIMHD2JpaYm7uzstW7akc+fOBusje3t7Nm/ezMGDBzl16hS7d+8mKCgIMzMzihQpwvvvv8+wYcMyrNTg6OhIu3bt2Lx5M4MGDcqwfvDreFW/vY6PP/6YunXrsnjxYk6ePMmePXuwtbXFw8ODHj16aCs/pBo7dizh4eHs2rWLefPmkZiYSIMGDTJNbgEWLFhA8+bNWblyJTt27CAmJgZXV1eqVq36yuemLiRr06bNKxeHDRgwgHPnzrFixQqaNWuGubk5GzZsYNWqVaxbt46NGzeSmJiIm5sbDRo0oG3btvp1FClVNPbu3cu8efPYtm0bCxcuxMLCgsqVKzN8+HA6deqkc/7UqVP5999/uXLlCgcOHMDU1JTChQszYcIEhg8frl3Y2KJFCx49eqTt//DwcFxdXalduzYjRozQ2TUwr/Hw8ODgwYMsXbqUv//+m82bN5OQkICrqyulSpVi9uzZaTYiESK3k00chBBvFY1GQ61atXj06BE+Pj7aXeGEEELkDzLnVgjxVtm2bRu3bt2ie/fuktgKIUQ+9Fojt5GRkSgUCmxsbAwRkxBCZLvvv/+e0NBQ1qxZQ0JCgnZepRBCiPxFr+T28OHD7Nixg1OnTuHn56fd3cjc3JwyZcpQp04dOnTokG0LM4QQIrupVCpMTU0pW7Ys33zzjc7uZUIIIfKPDJPbhIQEVqxYwfz583n48CEODg5UrVqVYsWK4ejoiEajQa1Wc/fuXS5evEh4eDiFChXi448/ZvDgwToLXoQQQgghhMgJGSa3lSpVIi4ujt69e9OtWzeqVauW6QudO3eOrVu3sn79eiwsLLh69apBAhZCCCGEECIjGSa3S5cu5b333stycerY2Fj++OMPnTqcQgghhBBC5IQMqyV88MEHr7XriqWlpSS2GfDz8zN2CG8t6XvjkH43Hul745G+Nx7pe+PJTX3/xqXA/P39093CUwghhBBCiJymd3K7YsUK7V7sqcaOHUuFChWoX78+jRo1Ijg4ONsDFEIIIYQQQl96J7erVq3Czs5O+/jIkSMsX76cd999lylTpnD37l1++OEHgwQphBBCCCGEPkz1PfH+/fv0799f+3jr1q0UKlSIxYsXo1QqCQsLY8uWLcyaNcsggQohhBBCCPEqeie38fHxOrVrDx48SMuWLVEqUwZ/S5Qogb+/f/ZHKIQQQogcl5iYSFRUlLHDyBJLS0vCwsKMHcZbyRB9b2Njg6mp3qmqlt7PKFq0KIcOHWLgwIFcuHCBe/fuMW3aNO3xwMBAnWkLQgghhMibEhMTiYiIQKVSoVAojB2O3iwsLF6r0pN4c9nd96mbhdnZ2WU5wdX77MGDBzNu3Dh8fX158uQJhQoV4p133tEeP3XqFOXKlcvSxYUQQgiR+0RFReW5xFbkLwqFApVKRXh4OA4ODll6rt7J7dChQzE3N2ffvn1UqVKF0aNHY2VlBUBoaChBQUEMHjw4a5ELIYQQIleSxFYY2+u+B7M0zjtgwAAGDBiQpt3R0ZFDhw6RkJDwWkEIIYQQQgiRHfQuBfbdd99lejwmJobevXu/cUBCCCGEEEK8Lr2T29mzZzN//vx0j0VGRtKtWzdOnTqVbYEJIYQQQgiRVXontzNnzmTKlCksX75cp12tVtOpUyeuXr3Khg0bsj1AIYQQQoicdPToUVQqlXbn1ZcfA+zcuZPq1avj7OzMyJEjDRrP2rVrKVSokEGvkWrWrFmULl0alUrF2rVrM2zLzfSecztixAiio6MZN24clpaW9O3bl6CgILp06cLjx4/ZsmULNWvWNGSsQgghhBCZCgwM5Mcff2Tv3r08efIEZ2dnKlasyLBhw2jVqtVrvWadOnXw9fXFyclJ2/bJJ5/w3nvvMWzYMGxsbLIr/HR169bttWNPdfToUTp27JjusTNnzlCmTBl8fHyYM2cOf/zxB7Vr18be3j7dtje1du1axo8fz+PHj9/4tdKTpQVlY8aMITo6mk8++YTw8HCWLVuGWq1m+/bteHl5GSRAIYQQQgh9PHjwgM6dO2Nra8vXX39NpUqVSE5O5vDhw4wZM4arV6++1uuam5vj5uamfaxWqwkODqZ58+YULFjwteONj4/H3Nz8ledZWVlpK1S9qVOnTuHo6KjTVqBAAQDu3LkDQIcOHbSVCtJry+2yvO3D5MmTiY6OZtKkSRQsWJBdu3ZRunRpQ8QmhBBCiFxEtcIwI20ZUb+ftVvxEydORKPRcPDgQWxtbbXtZcuWpWfPntrH8+fP588//+TevXs4ODjQsmVLpk+fjkqlSvd1U0c9b9++jY+Pj3YEtFOnTgBs376dRo0asW3bNmbPns2tW7dwcXHh/fffZ+zYsdqk0MvLi759+/Lo0SO2b99Os2bNaNWqFePHj+fPP/9k4sSJ3L9/n+rVqzN//nyKFSsGpB3pvHv3Ll988QXnz58nMjKSUqVK8cUXX9CmTZtX9pGLiwvOzs5p2mfNmsWcOXMAtMnvhAkT0rSp1WoA1qxZw6+//sq9e/coXLgwAwYM4OOPP9buXBseHs7UqVPZuXMnarWaokWLMnHiRFxcXPjoo48AtP09YcIEJk2a9MrY9ZVhcjt27NhMn2hra0v58uVZvHixtk2hUPDDDz9kW3D5TbIGHkclUcjGxNihCCGEEPlKaGgoBw8eZPLkyTqJbaoXE1elUsmsWbMoVqwYDx8+ZPz48YwfP54lS5a88jp16tTh1KlT1K1bl9WrV1OnTh0cHR25ePEigwYN4vPPP6dnz55cuHCBzz77DDs7O4YPH659/sKFC/n88885dOgQGo2GU6dOERcXx08//cT8+fOxsLBg5MiRjBkzhr/++ivdGCIjI3nnnXeYPHkyVlZW/PXXX7z33nscP36cMmXKZL3zgI8//phChQrxySef4OvrC6Rsf/tyG8CqVauYOXMm3333HVWqVOH69et88sknWFlZMWzYMDQaDT169ECtVrNgwQJKlSqFn58fsbGx1KlTh1mzZjF9+nS8vb2118lOGSa3Ly8cS8+BAwd0Hktym76YRA3rb0fzs7clpleecaabK8o8MrQvhBC5Ua/9KQt71rdMOwIl3k537txBo9Holdx9+OGH2v8vWrQo33zzDX379mXx4sXakceMmJub4+LiAqSMZqZOV1iwYAENGjTgiy++AKBUqVLcvn2befPm6SS39evX59NPP9U+PnXqFImJifzwww/aO+Eff/wxH330EcnJyenG4+XlpTMd9PPPP2fPnj38/fffjBs3LtP4K1eurPPYwcEBHx8fbG1ttTuBvTgFI72277//nmnTptG5c2cAihUrxscff8yyZcsYNmwYhw4d4syZM5w6dYqyZctqz0llb2+PQqHQec3slGFyGxoaapALvm1iEzVU3+zP0+hkQAkxiex9GEtbz+yZOyOEEG+jvQ9jjR2CyGU0Go3e5x4+fJi5c+dy8+ZNwsPDSUpKIj4+noCAADw8PF7r+r6+vmkWfdWrV485c+YQHh6uXYhVrVq1NM+1sLDQmeLp7u5OQkICYWFhaebHQsr2yHPmzGHv3r34+/uTmJhIbGwsFStWfGWc27dvTzOKnRXPnj3j0aNHfPbZZzp3+RMTE7U/g8uXL+Pu7q5NbHNalufciqyxNFXQyMOCDbdjtG3zr0VKciuEEG9gXQunV58ksl1W58DmpJIlS6JQKLh582am5z148IBevXoxYMAAvvjiC5ycnLh06RJDhgwhPj7+ta+v0WgyXHD1Ynt6t+BNTXXTsdTzk5OT0329r776iv379zN9+nRKliyJtbU1I0aM0Cv+okWLpjvnVl+pMf3000/UqVNH2x4XF4eFhQWQtQ8ahqB3un7q1Cnmzp2b4fG5c+dy5syZbAkqv/moou7cn+P+8Vx89vr/gIQQ4m3X1tNKBgmEDkdHR5o2bcrSpUuJjIxMczx1IZS3tzfx8fHMmjWL2rVrU6pUKZ4+ffrG1y9XrlyazaxOnjxJoUKFsLOze+PXf9GpU6fo3bs3nTt3plKlShQsWJC7d+9m6zUy4urqqr1eiRIltF/FixenRIkSAFSpUgV/f3+debovMjc3JykpyWAx6p3czpkzh8uXL2d4/OrVq9oVdUJXFWdzGrnrlvqYfy3tPzwhhBBCvL7Zs2ej0Who1qwZW7duxc/Pj5s3b7Js2TIaNmwIpIzwJicns3DhQu7du8emTZt0Fse/ro8++ojjx48za9Ysbt26xYYNG1iwYAGffPLJG7/2y0qWLMmOHTu4ePEi165dY9iwYcTFxen13KCgIAICAnS+sjpiPXHiRH755RcWLFiAn58fPj4+bNiwgZ9++gmAJk2aULNmTQYMGMCBAwe4d+8eBw8eZMeOHQB4enoSGxvLwYMHCQ4OJjo6Omsd8Ap6J7eXL1+mdu3aGR6vVasWly5dypag8qNRlXQ/tW25G8PDyEQjRSOEEHnbSt8oVvpGGTsMkcsULVqUw4cP07RpU77++msaNGhAp06d2L17t/buc6VKlZg9ezYLFy7UVjyYPn36G1+7atWqrFy5ku3bt1OvXj2mTZvG6NGjGTZs2Bu/9stmzJiBi4sL7dq1o0ePHtSqVYt69erp9dy6detStmxZna8TJ05k6foDBgxg/vz5rF+/noYNG9K2bVvWrFlD0aJFgZR5vBs3bqROnToMGzaMOnXqMHHiRBISEoCUihODBw9myJAhlCxZknnz5mWtA15BoVar9ZoY4eHhwddff82IESPSPb548WKmTp2Kv79/tgaYXyRrNFRf/4h7Mc8/T4yqaMu3tR2MGNXbw8/PT+oxG4H0u/Hk975PrbeaG+eA5oe+DwsL066Sz0tiY2OxtLQ0dhhvJUP1/eu8F/UeuS1VqhT//PNPhsf37dunnWsh0lIqFPQtlKDTtvpmFOHx6U8WF0IIkbGBZawZWMba2GEIIXIhvZPbAQMG8O+//zJmzBiCg4O17cHBwYwdO5ZDhw7x3nvvGSTI/KKdaxIFLJ93eXiChtU35baaEEJk1bwGjsxrkLZEkhBC6F0K7IMPPuDKlSusWLGClStX4uLigkKhIDAwEI1GQ9++fRk5cqQhY83zLJQwtJwNsy9GaNsW+0QxooItpkrZ1EEIIYQQ4k1lqc7tL7/8Qo8ePdi2bRv37t1Do9FQvHhxOnfurF2FKDI3tLwNP1+JIPa/ChiPopLYdi+GbiXk9poQQujraXTKL1EPa9nOXAihK8ubODRq1IhGjRoZIpY3NmvWrDTlyFxdXV9Z0DknFbA0oXdJa1befF72Yv61SLoWt8qw+LMQQghd5denLF7OjQvKhBDGle92KCtdurS2jhqAiUnu+1T/YUVbneT2wrMETgbEU9/dwohRCSFE3uFulbUtQ4UQb48sJbc3btxg8eLFXLx4kbCwsDTbwikUCi5evJid8WWZqakpbm5uRo3hVcqozGhdxFJnb/T51yIluRVCCD3d6O1h7BCEELmU3snt6dOn6dKlC7a2tlSvXp1Lly7RuHFj4uLiOHPmDOXKlaNq1aoGDFU/9+7do3z58piZmVGzZk2mTJlCsWLFMjzfz88v54J74XpdHZTsffi8HtzuBzEcuHwLTyvj7secn+X0z1qkkH43Hul748nrfW9paYmFRd4ccImNjX31ScIgDNH34eHhBAYGpmnPrJa03ps4dOzYkSdPnnDgwAGSkpIoVaoUW7dupUmTJpw+fZqePXuyYsUKmjdv/vrfwRv6559/iIyMpHTp0jx79ozvv/8ePz8/Tp06hZOTk9HiSvViYW+NRkPT7UFcCn5e+3ZIORt+rKcyUnT5W34oqp4XSb8bj/S98eSHvpdNHERW5clNHLy9vRkwYAAqlQqlMuVpqdMS6tSpw8CBA5kxY0aWLp7d3nnnHbp27UqlSpVo2rQp69evJzk5mT///NOocaVHoVAwqqKtTtufftGEpJZREEIIkaEm2wJpsi3taI4QedXIkSPp1atXpufcv38flUqFt7d3DkWVN+md3CoUCm3mbG2dUrYqJCREe7xUqVJcv349m8N7M7a2tpQrV447d+4YO5R0dSluRaEXytjEJGlYdkM2dRBCiFe5FJygc+dLCIBPPvkElUqFSqWiQIECVKlShcmTJxMVlfv/ts6ePZvffvtN+7h9+/aMGzdO55zChQvj6+uLl5eXwePZsmULDRs2xMPDg0qVKvHLL7+kOWfp0qXUrl0bd3d3GjRowLp16wwelz70Tm49PT21SaKFhQVFixbl4MGD2uMnTpzIFbf+XxQbG4ufn1+uXWBmplQwooKNTtvSG1HEJsq8WyGEyMyhji4c6uhi7DBELtS0aVN8fX25ePEikydPZtmyZXz11VfpnpuYmIhGkzv+5jo4OKBSqTI9x8TEBDc3N0xNDVvs6p9//mHo0KEMGjSIkydP8uOPP7Jw4UKWLFmiPWfZsmVMnTqV8ePHc+rUKcaNG8e4cePYvXu3QWPTh97JbbNmzfj777+1b4KBAweydu1aOnXqRMeOHVm/fj09evQwWKD6mDx5MseOHePevXucO3eOgQMHEh0dTZ8+fYwaV2YGlLXBzux5fdvAmGQ23onO5BlCCCGqFjCnagFzY4chciELCwvc3NwoXLgwPXr0oEePHuzcuRNIqYdfr1491q5dS9WqVXF1dSUqKoqHDx/Sr18/ChcuTOHChenfvz+PHz/Wvmbq81avXk2lSpVwd3enb9++BAcHa89JTk7mu+++o2LFiri6ulK/fn3tdVPNmTOHSpUq4erqSpkyZRg+fLj22IvTEkaOHMnx48dZunSpdiT6/v376U5LOH78OC1atMDNzY3SpUszadIk4uPjtcfbt2/P2LFj+eabbyhRogSlSpVi8uTJaSpevWj9+vW0adOGoUOHUqxYMVq3bs1nn33GvHnztHng+vXrGTBgAO+++y7FihWjS5cuDBw4kHnz5r3Ojy1b6Z3cfv7556xatYrExEQARo8ezVdffUVoaCgRERFMnDiRL774wmCB6uPJkycMHTqUWrVq8d5772Fubs4///yDp6enUePKjIO5kvfK6O5OtvBaZK75JCmEEEKkUq14jGrFY522XvuDUa14zO4HMdq2lb5RqFY85tPjodq2p9FJqFY8ptz/nuo8v8m2QFQrHnPx2fOEbJZ3eJrrvC5LS0sSEp5PYbl//z6bNm1i5cqVHDt2DAsLC/r160dQUBDbtm1j+/bt+Pv7069fP52/xQ8ePGD9+vWsXbuWrVu3cufOHT766CPt8UWLFvHrr78ydepUTpw4Qfv27Xnvvfe4fPkyAH///Tfz58/nxx9/5Pz586xfv54aNWqkG/Ps2bOpXbs2/fr1w9fXF19fXwoXLpzmvCdPntCjRw8qV67MkSNH+PXXX9m8eTPTpk3TOW/jxo2YmJiwb98+vv/+exYtWsRff/2VYZ/FxcWlWRxmZWXF48ePefDgQabnnD9/Xqe/jUHvcW2VSqVT6kuhUDBmzBjGjBljiLhey/Lly40dwmsZUcGW33yiSPrv39B1dSIHHsfRsrCs+BRCiPTM8g4HYFI1eyNHInKz8+fPs2nTJpo0aaJti4+P57fffsPV1RWAgwcPcvXqVby9vSlatCgAv//+O9WqVePw4cM0bdoUgJiYGBYvXkyRIkUAmDt3Lm3btuX27duULFmS+fPnM2rUKO1d7C+//JITJ04wf/58lixZwsOHD3Fzc6N58+aYmZlRpEgRqlWrlm7cDg4OmJmZYW1tnenUymXLluHm5saPP/6IUqmkbNmyfP3113z22Wd8+eWX2jVSZcuW5csvvwRS1kitWrWKw4cP8+6776b7ui1atGDixIn8+++/NG3alDt37jB//nwAAgICKFq0KC1atOCPP/6gY8eOVKtWjYsXL7J69WoSEhIIDg7G3d1dr5+RIbzWpI2wsDAePXoEpExuzovlQnITT1tTOhez4q+7zz/1zr8WKcmtEEJkYM7FCECS25yW3nbH61s6p2kbVNaGQWV115R4WJuk+/zDnVzTtE2qZv/aP9v9+/dTqFAhEhMTSUhIoF27dnz33Xfa4wULFtQmtgC+vr54eHhoE1uAYsWK4eHhwY0bN7TJbcGCBbWJLUDNmjVRKpX4+vri4uLC06dPqVu3rk4s9erVY9++fQB06dKFxYsXU6VKFZo3b07Lli1p27btG9UT9vX1pVatWtoqVqnXjI+P586dO1SqVAmAihUr6jzP3d2doKCgDF934MCB3L17l759+5KQkICdnR0jRoxg9uzZ2p1fx40bR0BAAK1atUKj0eDi4kKfPn2YN2+e0XeHzdL+hSdPnqRNmzYUL16cRo0a0ahRI4oXL06bNm04ceKEoWJ8K7xcFuzQkziuhMhKYCGESM+EqnZMqGpn7DBELlS/fn2OHj3K2bNnCQgIYM2aNbi4PF98aGOjm3RrNBoUCsXLLwOQYXtWpL5G4cKFOXfuHHPnzsXOzo7JkyfTtGnTN6rkoG/sZmZmaY5lNv1RoVAwbdo0Hj9+zJUrV7h586Z2CkXqVE8rKysWLFjA06dPuXz5MufPn8fT0xM7OzucndN+4MlJeie3+/bto1OnTvj6+jJkyBBmzZrFzJkzGTJkCL6+vnTu3Fn76URkXXUXc+q56S6OWHA1wkjRCCFE7vYmI3sif7O2tqZEiRJ4enqmSerSU65cOZ48ecL9+/e1bffu3ePp06eUK1dO2/bkyRPtXWtImfKQnJxM2bJlsbe3x8PDg1OnTum89smTJylbtqz2saWlJa1bt2bWrFn8+++/XL9+ndOnT6cbl7m5OUlJmde+L1euHGfPntVZHHby5EnMzc0pXrz4K7/3VzExMaFgwYKYm5uzadMmateurfNBAVIS50KFCmFiYsLmzZtp3bq1zkiyMeg9LWHatGkUL16cvXv34ujoqHNs0qRJtGrVimnTptGqVatsD/JtMaqiLScDntcO3nw3hq9rJuFhbdzhfSGEECK/atq0KZUqVWLYsGHMmTMHjUbD+PHjqVKlCo0bN9aeZ2VlxciRI5kxYwaxsbGMGTOG1q1bU7JkSQA+/vhjZs2aRcmSJalatSrr16/n5MmTHDp0CIC1a9eSlJREjRo1sLGxYcuWLZiZmVGiRIl04/L09OT8+fPcv38fW1vbNLkXwJAhQ1i0aBFjx45lxIgR3Lt3j2nTpvHBBx9o59u+juDgYLZu3UrDhg2Ji4tj7dq1/P333zrVH27dusW5c+eoVasWarWaX375hevXr7No0aLXvm520Tu1vn37NgMHDky3c52cnBg4cCC3b9/O1uDeNm09LSlp/zyRTUiGJT6RRoxICCFyp4vP4nVW1wvxuhQKBWvXrsXZ2ZkOHTrQsWNHXF1dWbt2rc6tfU9PT7p3706fPn3o1KkTRYsWZcGCBdrjI0aM4OOPP+brr7+mXr167Ny5k9WrV1O5cmUgZZHYH3/8Qdu2balfvz7btm3jjz/+oFixYunG9fHHH2Nubk7dunUpWbIkDx8+THNOwYIF2bhxI5cvX6ZRo0aMGjWK7t27M2XKlDful//97380b96cNm3acOPGDXbs2KFT3SEpKYkFCxbQsGFDunbtSlxcHPv27dOZu2wsCrVarVfNqbp169KtWzfGjx+f7vHZs2ezZcuWDIfXhX77jS+7EcnYk2Haxw7mCq71dMfWzLhD/HldftjrPS+Sfjee/N73qWWi0lugZGz5oe/DwsLy5GLx2NjYNOWpssOsWbPYtm0bJ0+ezPbXzi8M1fev817UO2OaMGECixcv5ty5c2mOnT17lqVLlzJp0qQsXVyk1aeUNU4Wz38sYfEa1vrJpg5CCPGiKs5mVHF+9XxKIcTbR+85t8eOHcPd3Z1WrVpRrVo17RyT27dv4+3tTfny5Tl69ChHjx7VPkehUPDDDz9kf9T5mLWpksHlbPjh0vPFZIt8IhlazgYT5Zuv2hRCiPwgvfJRQggBWZiWkN5c21e+uEJBSEjIq098S+h7qyogOgmvjf7Ev7Az3qpmTnQuZmXA6PK3/HCbMC+Sfjce6XvjyQ99L9MSRFblpmkJeo/choaGvvokkS3crE3oWdKaNS9MR1hwNVKSWyGEEEKIV5BVSrnURy9t6nAmKJ4zgXFGikYIIXKXcv97Srn/PTV2GEKIXEiS21yqvKMZLQvpbsk3/6qUBRNCCAD/mGT8Y5JffaJ4bZntYCVETnjd96Akt7nYqEq6o7c7HsRyLyLRSNEIIUTucb2XO9d7uRs7jHzLxsYGtVotCa4wGo1Gg1qtTrNdsj70nnMrcl4TDwsqOppyLTQloU3WwMJrkXxXV2XcwIQQwshk50bDMjU1xc7OjvDwcGOHkiXh4eHY28u2zMZgiL63s7PD1DTrqaokt7mYQqFgVCU7Rh59vphvrV80X1SzR2Uhg+5CCCEMx9TUNM9VTAgMDKRIkSLGDuOtlJv6XjKkXK57cSs8rJ//mKISNazwjTJiREIIYXyfHg/l0+NSxUcIkZYkt7mcuYmCYeV1594uuR5JfJLMgxJCvL1W3Yxm1U3ZvVEIkVaWpiX4+fmxZs0a7t27R2hoaJqJ5gqFgm3btmVrgALeL5uyY1lUYkp/P41OZvPdGPqUsjZyZEIIYRw/11cZOwQhRC6l98jt5s2bqVevHosXL+b27dskJyej0Wh0vpKTpSyLIagslPQrrZvIzr8aka9XsUYlJOfr708I8WYGlbVhUNmsr6IWQuR/eo/czpw5kwoVKrB582ZcXFwMGZNIx4cVbfn9RhTJ/+V710ITOfw0jqYF89c2g5eC4/niTBjH/eNxt1LSoagVnYpZUd/NHFOlwtjhCSGEECKX03vk9vHjxwwYMEASWyMpZmdKB0/dRPbrc+EkJeeP0c2Q2CTGnFDTdFsQx/3jgZQi7b/fiKLTnmeUW+/P6OOh/Ps4loR88j0LIV7f7gcx7H4QY+wwhBC5kN7JbZkyZQgODjZkLOIVPq5kp/P4UnACK2/m7coJSckalt+IosZfASz3jSKjtPVZbDIrb0bTbV8wpdc95aNjoex9GEucLKwT4q3U50AIfQ6EGDsMIUQupHdyO2XKFFasWMGtW7cMGY/IRC1Xc7oVt9Jp++Z8OM9ik4wU0Zs5FRBHs+1BjDmpJjRO/yRVHa9hrV80vfanJLrDjoSw834MMYmS6ArxtmhdxJLWRfLXtCwhRPbQe87t7t27cXFxoX79+jRu3JjChQtjYqK7Q4xCoeCHH37I9iDFc9/WcmDvw1ht5YSweA1Tz4Uzv6GjkSPTn390El+fC2P97fRvKZawM2FG7ZTC4X/fi2H3w1jC4tNPXMMTNGy4HcOG2zHYmCpoXcSSzsWsaFnIAhszqXQnRH61vqWzsUMQQuRSeie3y5cv1/7/gQMH0j1HklvDK2hjwsSqdnx17vmWiGv8ohlQxprarhZGjOzV4pM0/OYTyXeXIohISJus2pgq+LyKHR9WtMXCJGXxWFtPK+KTNBx5Gsff92LY+SCWkLj0q3JEJWr4624Mf92NwcpEQcvCFnQuZkWrwjK6I4QQQrwt9E5uQ0NlJ5jcYkRFW9beiuaGOlHbNvZkGIc6umCSSysKHHwcy4TTYdwMS0z3ePfiVnxTy4FCNmn3izc3UdCysCUtC1syN1nDcf84/r4Xy/b7MQTFpp/oxiRp2H4/lu33Y7EwgWZO5vxUMImC6by+EEIIIfIPuW+bB5kpFXxXV6XTdiUkgeW5cFve+xGJvPdvMF33Baeb2FZwNGVH2wIsa+qUbmL7MlOlgiYFLfmpvoobvdzZ0bYAw8rb6GxR/LK4JNgTZEqdLQEs9onMNxUmhHibqVY8RrXisbHDEELkQpLc5lGNPSx4t4Tu4rLpF8IJiskdi8tiEjXM9g6nzpYAtt+PTXPcwVzBnDoOHOnkSkP315tOYaJU0NDdgu/qqrjW05297QrwYUUbCmeQJEckaJh4OoyWO4O4+Cz+ta4phKHEJGq4qU6QUndCCPGGMpyWULlyZZRKJWfPnsXMzIzKlSujUGR+y1uhUHDx4sXsjlFkYHotB/Y8iCXyv8Vl4fEavj4XzsJGxltcptFo2Pkgli/OhPEgMm2irQDeK2PNlBr2FLDMvikCSoWCOm4W1HGzYEYtDd7PEvj7Xgx/34/hXoRuHN7PEmi+I4jh5W34oro9drLwTBjZxWfxvHcwhIeRSbhaKRlfxY6BZW0wy6XTjHID9fuFjB2CECKXyjC5bdCgAQqFAqVSqfNY5B4e1iZMrGbH5LPPF5f9eStlcVldt5xfXOYXlsCEU2H8+yQu3eM1CpjxfV0V1V3MDRqHQqGguos51V3MmVLDnuW+UUw9qyYq6fn7N1kDi3yi2HYvljl1HehQ1CqTV8y9YhM13AxLICxeQwVHU5yz8QODyBmPo5LovT8Y/5iU+eOBMcl8fiqMBdcimVzdnq7FrVDK714hhNCbQq1Wyz2wHOLn50fp0qWz9TUTkjU0/juQ6y8sLqvkZMahji45tl2tRqNhzsUIfrwcQUI667sKWCqZWtOevqWsjfZH+sTVWywJcmLrvfTLj7XztOS7Og4UttV7jWWOSkjWcCsskRvqBHxCU/57PTSROxGJ2i2ZzZUwsKwNYyrb4WGdO5JcQ7zn85OIhGTa7nrG1ZCEDM+p7GTG1zXtaV7QIksDDNL3xiN9bzzS98aTm/o+d/4lF3pLXVzWcc8zbdvVkASW3YhieAVbg19fo9Ew5Vw4v16NTHPMRAEflLdhYlV7VBbGvfXvYqFhZTMn9j2MZewpNQ9fmjKx60Esh5/E8UV1e4aXt8mxDwYvS0rWcC8iCR91AjdCE7iuTuR6aAK3whPT/eDwovhkWHo9ij9uRvF+WRtGe9nhlkuSXJFWUrKGoYdCMk1sAS6HJNB9XzCN3M2ZWtOBGga+85FX9NqfsmOm1LsVQrwsw4zjTXYiM/YuZr///juVK1fGzc2NJk2acOLECaPGY2iNPCzo8dLishkXwgnMgcVlP12OTDexbehuztHOrsyuozJ6YvuiVkUsOdXFlU8r2WLyUv4alajhyzNhNN8exIUgwy4402g03I9IZM/DGH6+HMGwIyE0/juQQmueUOOvAN77N4QZ3hH8dTeG6+pXJ7Yvik1KmXJRdVMAk8+E5ZpFhkLXF2fC2PtIdwpPmyKWDC5rk+a9CXDUP54WO4IY8G8wN9WZJ8Rvg70PY9n7MO1iVSGEyDDrqFu3LkOGDOH48eN6vZBGo+HIkSMMHDiQevXqZVuAWfXXX38xceJExo4dy5EjR6hduzY9evTg4cOHRospJ3xTywE7s+d/EcMTUhaXGdLS65FMv6B7DScLJSuaOrK9TQEqOJoZ9Pqvy8ZMybRaDhzu5Eotl7QxXg5JoMWOIMafUhMen4WsMhPBsUnsexjLLO9w3t33jBLrnlJlUwC994cw9Xw4G27HcDkkgdfZSbmIrUm6pdBikjTMvxZJlU0BTD0XRnAe3aY5P1riE8lv13VL91VxNmNZE0d+qq/iTFc3uhZLfx74tvux1NsayCfHQ3kS9fb+TNe1cGJdCydjhyGEyIUynHN7+fJlpk+fzv79+3F3d6dRo0ZUq1aNokWLolKp0Gg0qNVq7t+/z8WLFzly5AiBgYG0aNGCr776isqVK+f09wJAixYtqFixIr/88ou2rXr16nTu3Jmvv/7aKDGlkpqMQgghhMiPzjaMzv1zbitXrszGjRu5fv06a9asYefOnWzcuBFAu6hBo0nJi4sWLUq3bt3o378/FSpUyIGw0xcfH8/Fixf5+OOPddqbN2/O6dOn032On59fToT2H+scvJYQQgghRM7JyZwqs0T6lQvKypcvz4wZM5gxYwb+/v7cvHmTkJAQAJycnChbtixubm7ZF+0bCA4OJikpCRcXF512FxcXAgMD031OTn7KOIvhVxIe94+j/e5nOm2z6zgwIpsWlx1+EkuPf4J58W69mRLWtXCmZWHLbLmGIei7ivPA41jGnFBzP50avdamCiZWtaOUgykXghI49yyeC8/iCY9/vYIjdmYKKjqaUd7RlPIqM8o5mlFeZYqL1ZsvAotJ1LDSN4q5VyIIjEl/aoW9uYKPKtoyooItDuaGmRedm1bPGpt/dBItdwTx6IWpBEpFyr+d1kVe/W9Ho9Gw7X4s08+Hcys8/W2sPayVTKhqT7/S1ty7fStf9/3K/3ZkHFTWxsiRpCXve+ORvjee3NT3WaqW4O7ujru7u6FiyTYvl8vRaDRvTY3eBu4W9CxpxYbbz0tezbwQTtdiVm+8cv5sYDx9D4ToJLZKBSxt7JSrE9usaFHIkpNdXfnhUgS/XIkk8YW8NToxpTLE6zBRQEVHM2q6mFPdJeW/pe1NMTFQVQYrUwUjK9oysKw1y29E8fOVSJ7F6ia54fEaZnlHsOhaJKMq2TG8gk2+39AiODaJr8+Fc/RpHM0LWfBVdXuccqA2cFRCMr33B+sktgCzajvoldhCyu+1zsWsaOdpyVq/aGZ7h2tr46Z6Gp3M6BNq5l+NZEhBE0qVyr+/+0afUAO5M7kVQhhXvioF5uzsjImJSZpR2mfPnqUZzc3PptdM2bksPOG/ncsSNEw5F8ZvjV9/8cXVkATe/ecZUYm6o5Q/11fRpXje3AAhI9amSqbUcKBHCWs+O6HmVGDWKyd42ppQ08WcGi7m1ChgRmVnM6xNcz5xtDZVMqqSHe+XteH3G1HMuxJJSJxuQqSO1/DthXAWXovk40q2fFDeBtt8mOReCUmg34Fg7c55K3yj2fUglnkNVLQpYrj3cLJGw/AjoVwM1q1w8EF5m9cq12emVDCorA09S1rxm0/K6PzLdw9uhScyKdyCrSHP+LWBijKq3Lm4800MLCPTvIQQ6ct3mzi0aNGCSpUqMW/ePG1bjRo16NSpk9EXlOXkkP2ia5FMOhOm07azbQEauGd957I74Ym02RWU5vb2jNoOfFTR8LV0s8Pr9n2yRsMav2i+OhtGWAbTDxzMFdQo8F8i62JGjQLm2TK1wBAiEpJZej2KX65EoM7g+3G2UNK0oAUqCyUqcwUqcyUOFkpU5kocLZTP2y2U2JoqMh0ZzC23qTbfiWbUMTUxSel/z/1LWzOztgP2BpieMeVsGL+8VC7vnUIWrGvpnC31lEPjkvn5cgS/XY9Mt9qGhQl8Wc2ejyraGuxOgdCVW973byPpe+PJTX2f75Lbv/76i+HDh/Pjjz9Sp04dli9fzpo1azh58iSenp5GjS0nf/CJyRoabwvEJ/T53LwKKlMOd3bN0n71j6OSaLMrKM2mB+Or2vFFNftsi9fQ3rTvg2KS+OZ8OP88iqWQjQnVXcxTRmYLmFHS3jTP3foNj09msU8kC65FZpi068NUAQ7mSlQWKUmwyuK/BNg85UsTGUy/akUoYW+cm0RJyRqmnQ9Pk1ymp7CNCQsaOtKkYPZtXb3KN4pP/7t9nqqCoyl727tk+xSQx1FJzLkYzhq/aO2udS+qUcCMBY0cKZcPR3Fzm9z0R/5tI31vPLmp7/NdcgspmzjMmzePgIAAypcvz8yZM2nQoIGxw8rxH/wJ/zjavbS4bGZtBz7Uc7T1WWwS7XY942aY7uKV4eVtmF3HIU8ldLnpH11uoo5LZpFPJIuuRWqnsWQ3EwWMqGDLpGp2OTrdITQumSGHQvj3SVyaY00LWnD0aRzpDeQOK2/D1Jr2bzyN5NCTWLrvC9a5hpuVkv0dXChiwG2eb6oT+OpceLobHJgrYVI1ez6uZGu0Xfiyy9PolA/cuWWr6RfJ7xvjkb43ntzU9/kyuc2tjPGDH3EkhP+9sLjMzkzB2W5uuL/iD0JYfDIddz/j8ktbg/YpZc2ChiqUeSixhdz1jy43Co1LZsG1SBZfiyQy0TC/EgpZmzCnrgPtPS0N/sHoWkgC/f4N5l6E7h0HcyX8WE/Fe2VsuBAUz4ijoWk+vAGUtDdhcSMnarm+3la3N9QJtNoZpDMX1spEwa52BahWwPDb52o0GuafuMtP9y0JjUv786xWwIwFDR1z7UYr+kitG65+v5CRI0lLft8Yj/S98eSmvs9/q0aEjm9qOWD/ws5lEQkappwNy+QZEJ2YsrL75cS2Y1FLfm2Q9xJb8WqOFkomV7fnWi93Nr3jzG+NHZlTx4GJVe0YUcGG3iWtaFPEknpu5pRXmeJhrSSrRQYeRyfR/98Q+hwI4UFk+qWsssPf92JotTMoTWLrYa1kVzsX3iuTsrq+uos5hzu58lFFW15+R98OT6L1riC+OR9GXAbzdDMSFJNEz3+CdRJbBbCkiWOOJLaQUlmhjWsSp7q40cEzbTUG72cJNN0WyA+XIkhIbw5DHuBupcTdSv6ECSHS0nvk9vjx41y5coURI0Zo2zZu3MicOXNQq9V0796dWbNmoVTKL5uMGOtTzW8+kUw4rZvQ7mhbgIbpLC6LT9LQ90Aw+x/r3sptVtCC/7V0xiK9Te/zgNz0iTI/iU3UoI5PTvmKS/2vhtC4ZELjk1l9PQz/uLS/E6xNFUyoaseHFW2zNAc8M0nJGmZ4h/PT5bTza+u4mrO6mVOG5fCO+8fx4dHQdOsbV3Q0ZXFjJ7ycXj3KGZOoodOeIM4G6X4wnF7Tno+97PT8TrJH6nteo9Gw5W4Mn58KS1MpA1K2/V3Q0JFKenx/Qj/y+8Z4pO+NJzf1vd6Z6Jw5c3R2+bp58yYffvghSqWSatWqsXTpUhYvXmyQIMWbGVLOJs0frnEn1WlGbJKSNQw7Epomsa3jas6a5k55NrEVhmNpqsDd2oRyKjPqulnQpogVvUtZM7KiLV9Us2dD9Vg+rWSL6UtvnehEDV+fC6fJ34GcCkg7Jzar1HEpdxvSS2zfL2vN9jYFMq3z3MDdguNdXHm/bNryUtdCE2m+PWWUMzGTUc5kjYaPjoWmSWwHlrFmVCXjVRVRKBR0K2HNqa6udCqadhT3UnACzbYH8t3F8Dw7iiuEEC/SO7m9ceMGNWrU0D7esGEDVlZW7N+/n40bN9KrVy/WrFljkCDFmzFVKvihroNO23V1Ir/5PE8ENBoNo0+o2XovRue8Sk5mrG/pjE0+rHsqDM/KBKbVcuBwJ1fqpDN/1UedSJtdz/jkeCih6Ywq6uOGOoEWOwL556UPZWbKlDrMc+s7Yq7HBzNbMyVz6zuy6R1nPKx13+8JyfDthXBa7wzipjoh3efPvBDBX3d1//00LWjBD/VUuWLxpauVCaubO7OyqRPOFmm/v5neETTfHsTl4KzXdRZCiNxE74wlPDwclUqlfXzgwAGaNWuGvX1KOah69erx4MGDbA9QZI+6bhb0LaU7KjXbO4Kn0UloNBomnw3nD79oneMl7U34q5UzKgtJbMWbqehkxu52BfilgQqVedpEb/XNaGpuDmDdrWg0Gv1HD7ffj6Hl9iBuh+tOJ3CzUrKjTYHX2r2qZWFLTnZxo2fJtBs7nH+WQONtgSy6FknyC3H+6RfFD5cjdM4t62DKyqZO2TbtIrt0KW7F6W6udC2W9vu7EpJA8+1BzPIOJz6Lc41zWpNtgTTZlv626kKIt5veWYubmxu+vr4APH36lMuXL9O8eXPt8fDwcExMcl9JFvHctJr22L+QWEQmavjqbBg/XIpgwTXd27mFbUzY2roArrl0MwKR9ygVCgaUseFcdzf6lEp7+z84LpmRR0PpsOcZvhmMjqZK1miYcSGc9/4NSVPdoaaLGYc6uVLH7fXr1aoslCxp7MTqZmlHOWOTYNKZMDrtecb9iESOPo1LU8u2gKWS9e/k3g+GBSxNWNHMiVXNnHCx1I0xUQNzLkbQbHsgF5/l3lHcS8EJXArO/H0ihHg76V1ssWPHjixdupS4uDguXLiAhYUFbdu21R6/evUqxYoVM0SMIpu4WJnwVXV7xp16vrhs052YNOcVsFSypbWzQWtxirdXAUsTFjVypG8pa8acVOP3Uimu4/7xNPw7kE8r2TG2ih1WL03YDYtPZtiR0HTruPYvbc2P9VTZNj+8UzEr6rmZM/qEmp0PdK93zD+eBlsDMVGm3NZPZWECf7Zwophd7v/307mYFQ3dzZlwOizN74JroYm02BHEZ5XtGFfFLtfNuT/U8e3ZUl0IkTV6DytMmjSJTp06sWHDBgICApg/fz6urq5Ayqjt9u3badasmcECFdljcFmbTFd925sr+KuVM6UdZOW0MKxGHhYc6+zK5Or2acqKJSTDD5cjqLc1gAOPnyeVN9UJtNwRlCaxNVXAD3Ud+LVB9iW2qVysTFjT3InFjRx17nxAyt2Pl3d4W9TQkdqu2bfLmaE5W5rwexMn/mjuhOtLpbWSNPDDpQiabgvk8JO4LE0ZMbSqBcypmkOl1YQQeYveQws2NjYsWbIk3WO2trb4+PhgbZ32VqPIXUz+W1zWetezNMesTRVsaOlMZWf5gyFyhoWJgs+r2NG9uBVjT6rT7CZ2LyKJ7vuC6VrMilZFLBl/Sk3ESzupuVgqWdXMifrplLbLLgqFgt6lrGnkYcGoY6EcTGfXM4DJ1e3pViJv/h7sWNSKBm7mTDwTxobbuqO419WJdN77jGJ2JvQtZU2fUtZyZ0cIkWu91oSwpKQkQkJCSExMuZ2oVCpxcHDAzExG+/KCOm4W9Cut+wfYTAlrmjtR9w3mKQrxuorbm7K5lTMrmjrilk5h/i33Yhh5NDRNYlutgBkHO7oYNLF9USGblEWWP9ZzwPql6RK9S1oxtrLxSn5lBydLE5Y0duLPFk7p/hzuRSQx0zuCyhsD6LznGRtuRxOd+HpVLt7ULO9wZnmHG+XaQojcLUvJ7YULF+jSpQsFCxakVKlSHD9+HIDg4GB69uzJ4cOHDRKkyH7TatpT1iFl5MXKRMHvTZxoXihtDUwhcopCoaBrcWvOdHPjg/I2aXYNe1mfUtbsautC4RweQVQoFAwpZ8vxzq60LmKJo4WCAWWsmdfAMVeU/MoO7TytONXVjd7pVIwA0ACHn8Yx7Ego5f7nz6fHQzkTmLPTFuZcjGDOxYhXnyiEeOvo/VfhzJkzdOrUCTc3N3r37s3q1au1x5ydnYmMjOSPP/6gSZMmBglUZK8Clib808EF72fxlHYwo6CNVEUQuYODuZLv66roW8qa0SfUaVbEmyhgRm0Hhpe3MWoyWdzelPUtnY12fUNztFCyuLET/UrHsfxGFDsfxBCfziBteIKGVTejWXUzmtIOpvQtZU3vUtZ4ZLJpRnaYUDVnd3wTQuQdeie306dPp2TJkhw4cICoqCid5BagUaNGrF+/PtsDFIZjb66kSUEZrRW5U7UC5vzbwYWlN6KYcSGciAQNrlZKljVxopGHTJ/JKY08LGjkYUFoXDKb70Sz9lY03s/SL8HlF5bItPPhTL8QTouCFvQtbU3bIlZYvrxFXRaExiVzJzyRO+GJ3I1I/W8SdyNSpsVpgC+q2b/26wsh8h+9k9sLFy4wefJkLC0tiY6OTnO8UKFCBAQEZGtwQoi3m4lSwYgKtrxX2hqf0ESqOJvptduYyH6OFkqGlrdlaHlbfEIT+NMvmvW3owmKTTucm6yBfx7H8c/jOFTmat4tYU2/0tZUdTZLM9qu0WgIiEl+nriGpySud/57/HI1ipd9dzGCas5mtPVMfwqFEOLto3dyq1QqUSoznqIbEBCAlZX8chFCZD8bMyW10tm+VxhHBUczvq3twNc17dn/KJa1ftHseRhLYjp5qDpew+83ovj9RhQVVKZ0Lm5FVIJGOxJ7NyKJ6PSemAULrkVKciuE0NI7ua1atSp79uxh+PDhaY7Fx8ezceNGateuna3BCSGEyL3MlAraelrR1tOKZ7FJbLwdw9pb0VwNSX/ago86ER/v7F8Edsw/nqshCVTKpIa3EOLtoXe1hDFjxnDkyBFGjRrFlStXAPD392f//v106tSJu3fvMnbsWIMFKoQQIvcqYGnCyIq2HOvsypFOLgwvb4NTNmw/bGkC5VWmtC1iyUcVbfmxngN/tXLG5qV5vIt9IjN4BSHE20bvkdtmzZrx22+/MW7cOP78808ARo4ciUajwcHBgd9//51atWoZLFAhhBB5Q2Vncyo7mzO9lgN7Hsay9lY0+x/FkpTB7AM7MwXF7UwpYW9KCXsTiv33/8XtTPGwVqJMpyrG4saOvPdviPbxxjvRTK1pT4GXt7sTQrx1slQg8t1336Vdu3YcPHiQ27dvk5ycTPHixWnRogW2tnm7eLkQQojsZW6ioFMxKzoVsyIgOonNd2O4FZaIi5Xyv+TVhBL2pjhbKLNc1q1dEUs8bU14EJkEQFwSrLgRxbiqUjlBiLddlqufW1tb0759e0PEIoQQIp9yszbhw4rZNwhiolQwrLwNk88+36Vs2Y0oPvWyk4oaQrzlZHNwIYQQeU65/z0lGbAxVRD1X7UF/5hktt6LoWdJ68yfLITI1zJMbh0ds76VpEKhIDg4+I2DEkIIITLjH5NSX/eD8jYsvR6lbV/sE0mPElb5ZitkIUTWZZjcjh8/Xn45CCGEyJWu93IHICohWSe5vfAsgbNB8dR2lV3shHhbZZjcTpo0KSfjEEIIIfTmYZ1aFcGEVoUt2PcoTnts0bUoSW6FeIu9eRFCIYQQwohGVtBdqLbtfgyPIhONFI0QwtiyvKDs6dOnXLp0ibCwMJKT0+4p3qdPn2wJTAghhMjIp8dDAZjXwJGmBS0opzLlhjoloU3SwO83opha08GYIQohjETv5DY+Pp5Ro0axefNmkpOTUSgUaDQpK1RfnJsrya0QQghDW3UzGkhJbhUKBSMq2DL6hFp7fKVvFOOr2mFtKjcohXjb6P2vfubMmWzevJlJkyaxY8cONBoNixYtYsuWLTRv3hwvLy+OHz9uyFiFEEIIAH6ur+Ln+irt454lrXC0eD7Qoo7XsOF2jBEiE0IYm97J7ebNm+nVqxeff/455cuXB8DDw4OmTZuyceNGrK2tWb58ucECFUIIIVINKmvDoLI22sfWpkoGlrHROWexT6T2DqMQ4u2hd3IbGBhInTp1ADA1TZnNEBsbC6RMS+jcuTPbtm0zQIhCCCHEqw0tZ8OLm5PdUCdy6Elcxk8QQuRLeie3zs7OqNVqAOzs7LCysuLevXva4wkJCURFRaX/ZCGEECIb7X4Qw+4HutMOCtua0qmolU7bYp/InAxLCJEL6L2gzMvLi7NnzwIpI7UNGjRg4cKFVK5cmeTkZJYsWYKXl5fBAhVCCCFS9TkQAoD6/UI67SMq2LDl3vOkd++jOG6FJVDKwSxH4xNCGI/eI7eDBg1Co9FopyJMnz6dqKgo2rdvT4cOHYiOjmbGjBkGC1Qf7du3R6VS6XwNHjzYqDEJIYTIfq2LWNK6iGWa9tqu5lQvoJvI/nZd7ioK8TbRe+S2bdu2tG3bVvu4XLlyXLhwgSNHjmBqakrdunVRqVSGiDFL+vXrx5QpU7SPLS3T/vITQgiRt61v6Zxue2pZsGFHQrVtf/pF82U1e1QWUhZMiLdBljdxeJG9vT0dOnTIrliyhbW1NW5ubsYOQwghhJF0KWbFlLNh+MekbDQUlahhjV8UoyrZGTkyIUROUKjVar3qpFy/fh0/Pz86deqkbTty5Ag///wzarWa7t2789FHHxksUH20b9+e69evA+Dq6krLli2ZMGECdnYZ/0Lz8/PLqfCEEELkkGUPTFn8wFz7uKBFMn/VjNWppiCEyLtKly6d4TG9k9tevXoBsH79egAePXpE3bp1sbCwwMXFhZs3bzJ//nz69u2bDSG/npUrV1KkSBHc3d25ceMG06ZNo0SJEmzdutVoMb3Iz88v0x+GMBzpe+OQfjee/N73qhWPgbQLylI9i02i4gZ/4pKet61p7kSHl6opGEJ+7/vcTPreeHJT3+s9Aeny5cvUr19f+3jDhg0kJydz9OhRTp06RevWrfn999+zPcBvv/02zSKxl7+OHj0KpCx6a9GiBRUrVqR79+6sWLGCQ4cOcfHixWyPSwghRO5VwNKEd0tY67QtkrJgQrwV9J5zGxISgrPz8wn8//zzD40aNaJgwYIAtG7dWmchV3YZOXIkPXv2zPScwoULp9terVo1TExMuHPnDlWrVs322IQQQhhHRiO2LxpRwZa1ftHax8f947kcHE9lZ/NMniWEyOv0Tm5dXFx48OABAGq1mnPnzjF9+nTt8bg4w+wC4+zsrJNUZ8W1a9dISkqSBWZCCPEW8nIyo6G7Ocf847Vtv12PYkFDSW6FyM/0Tm6bNWvGkiVLsLe359ixYwC0a9dOe/zGjRsUKvTqT9KGcvfuXTZs2ECrVq1wcnLC19eXyZMnU7lyZerWrWu0uIQQQhjPyAq2HPMP0T7eeDuaqTXscbEyMWJUQghD0ju5nTJlCrdu3eKrr77CzMyMqVOn4unpCUBsbCxbt2595fQBQzIzM+Pw4cMsXryYqKgoChUqRKtWrZg4cSImJvJLTAgh8pNe+4OBjOvdpmpTxJKitibcj0xZWRafDCt8oxhf1d7gMQohjCNL0xJ2795NeHg4lpaWmJs/v62j0WjYtm1bhnNfc0LhwoXZtWuX0a4vhBAi5+x9GKvXeSZKBcMq2PLlmTBt27IbUYz2ssNc6oIJkS9lebsWe3t7ncQWwMrKCi8vLxwdHbMtMCGEECIj61o4sa6Fk17n9i9tja3p80Q2ICaZLfdiDBWaEMLIZC9CIYQQeU5bTyvaeupXs9bBXEnf0rplwRb7RKLR6FXmXQiRx0hyK4QQIt8bXt6WFycheD9L4HRgfIbnCyHyLkluhRBC5DkrfaNY6Rul9/klHUxpVcRSp22xj/7PF0LkHZLcCiGEyHNGn1Az+oQ6S88ZWcFG5/H2+zE8jEzMxqggMVmDOiFbX1IIkUWS3AohhMhzBpaxZmAZ61ef+IImHhaUVz0vEpSkgd+vZ8/o7Q11AuNOqSnx51PeOW3NkEMhJMucXiGMQu9SYKlOnTrFkSNHCAoKYvjw4ZQqVYqoqChu3LhB6dKlsbeX2oFCCCEMa16DrFfnUSgUjKhgy6cvjPiuuhnF+Kp22JhlfawnPknD9vsxLLsRxYkA3fm7m+/G0N7Tkm4lspaACyHenN7/muPj4+nfvz/t2rVj1qxZLFu2jMePHwNgYmLCu+++y5IlSwwWqBBCCPGmepS0wtHi+dIydbyGDbezVhbsfkQi35wPo+IGf4YcDk2T2KaSOb1CGIfeye2sWbPYu3cv33//PWfPntUpoWJpaUmXLl3YvXu3QYIUQgghXvQ0Oomn0UlZfp61qZL3y+rOvdWnLFhSsoa9D2Pp9c8zqm4K4KfLkQTFJmf6nDNB8ZwLkooMQuQ0vZPbjRs3MmjQIIYMGYKTU9rC2aVLl+bevXvZGZsQQgiRrvLr/Sm/3v+1njuknC0vbk7mG5bIwSdx6Z4bGJPEj5ciqLo5gF77g9n7KI6M0uD6buZUcTbTaVvsE/laMQohXp/eyW1QUBBeXl4ZHrewsCAqSm7BCCGEMDx3KyXuVq+3JrqQjQmdi+luAPFiEqrRaDjmH8fgQyFU3ODP9AvhPIxMf5TY3kzBB+VtONnFlV3tXJhSQ3fdyda7MTyOyvoIsxDi9em9oMzNzS3Tkdnz589TtGjR7IhJCCGEyNSN3h5v9PyRFWz56+7zubb7HsVx/r9pBCt8o7ihzrxEWGUnM4aUs+HdElY6i9GaF7SguFUyd2NS2hI18Pv1SL6u6fBG8Qoh9Kf3x95OnTqxYsUKbt26pW1TKFLu6+zevZuNGzfSrVu37I9QCCGEyGa1XM2pUUB3CkGLHUFMOB2WYWJraQJ9Slmzv4MLhzu5MLCsTZoqCwqFgt4FdZ+/wjeK6MTM5+cKIbKP3snthAkTKFKkCE2aNGHo0KEoFAp++uknWrZsSb9+/ahatSqffvqpIWMVQgghss2ICrZ6nVfS3oRva9lzvZcHixo5UtPFXDu4k552romozHUrMqy/lbWKDEKI16d3cmtnZ8e+ffsYM2YMQUFBWFpacurUKaKiopg0aRLbt2/H0tLy1S8khBBCvKEm2wJpsi3wjV6jczErPKzT/zNoooBORS3Z2tqZs93cGFXJDkcL/f5kWpqQpiLDIp9I2dRBiBySpU0cLC0tGTt2LGPHjjVUPEIIIcQrXQp+8z1uzU0UfOZlx/jTYdq2gtZKBpa1YUAZGzysTV77tYeWt+XXq5Ek/pfP3vyvIkOLQjIIJISh6T1y27FjRw4fPpzh8SNHjtCxY8dsCUoIIYTIzKGOLhzq6PLGr/NBeRvmN1QxsoINa5o7cbmHOxOq2r9RYgspFRm6FNetyLDompQFEyIn6J3cHjt2jMDAjG8BPXv2jOPHj2dLUEIIIURmqhYwp2oB8zd+HYVCQf/SNsyqo6JDUStMlRnPpc2qkS/N6d3/OA5f9ZuPOAshMvd6RQLT8fjxY2xsbF59ohBCCPEWqOFiTm0X3QT8N9mSVwiDy3TO7c6dO9m1a5f28cqVKzl06FCa89RqNYcPH6ZGjRrZHqAQQgjxslne4QBMqmb/ijONa2RFG84cer4F77pb0UyuboeT5ZtNexBCZCzT5Pb69ets3rwZSLl1c/bsWc6fP69zjkKhwNramrp16zJ79mzDRSqEEEL8Z87FCCD3J7cdi1pR2CacR//tUhaTpGHVzWg+q2xn5MiEyL8yTW4///xzPv/8cwAcHR1ZsGABPXr0yJHAhBBCiIxMqJo3kkNTZcr2vF+fC9e2Lb0eyahKtphl4/xeIcRzes+5vXTpEh06dMjweExMDA8fPsyWoIQQQojMTKpmn+tHbVMNKGODtenzRPZJdDLb7smmDkIYit7JbdWqVdmxY0eGx3fv3k2VKlWyJSghhBAiv3C0UNKnlLVO2yIfKQsmhKHondxqXrGzSmJiYqbbEQohhBDZ5eKzeC4+i3/1ibnE8PK61YTOBSVwNjDvxC9EXpKlUmAZJa9hYWHs378fF5c3L6gthBBCvErT7UE03R5k7DD0VkZlxjuFLHTaZPRWCMPINLmdPXs2Tk5OODk5oVAoGDZsmPbxi1/Fixdn06ZNdO3aNafiFkII8Rar4mxGFWczY4eRJSMr6m7q8Pe9GB5FJhopGiHyr0yrJVSrVo1Bgwah0WhYuXIljRs3pmTJkjrnpJYCq1atGl26dDFkrEIIIQQAhzu5GjuELGtW0IKyDqb4hqUktEka+P1GFFNrOhg5MiHyl0yT29atW9O6dWsA4uLiGDx4MDVr1syRwIQQQoj8RKFQMLKiLaNPqLVtK32jGFfFDhuzbNswVIi3nt7/mhYuXCiJrRBCCPEGepa0wtHi+foVdbyG/92ONmJEQuQ/Wfqo+ODBAz755BOqVq1KkSJFOHbsGADBwcGMHTuWixcvGiJGIYQQQke5/z2l3P+eGjuMLLM2VTK4rG7lhMU+USS/oiKREEJ/eie3vr6+NGnShL///puSJUsSFRVFUlLKdoLOzs6cPXuW33//3WCBCiGEEKn8Y5Lxj0k2dhivZUg5W17Y0wG/sEQOPI4zXkBC5DN6J7dff/01dnZ2nD17liVLlqSpe9uqVStOnTqV7QGmWrlyJR06dMDT0xOVSsX9+/fTnKNWqxk2bBienp54enoybNgw1Gq1wWISQghhHNd7uXO9l7uxw3gtBW1M6FrcSqdt0TUpCyZEdtE7uT1x4gRDhw7F1dU13Xq3RYoU4elTw90iio6Opnnz5kycODHDc4YOHcrly5fZuHEjmzZt4vLlywwfPtxgMQkhhDAOD2sTPKxNjB3GaxtRQbcs2L9P4rgemmCkaITIXzKtlvCixMREbGxsMjweGhqKiYnhftF8+OGHAHh7e6d73NfXl/3797Nnzx7q1KkDwNy5c2nbti1+fn6ULl3aYLEJIYQQWVHDxZw6ruacfmGXst98Ivm5gaMRoxIif9A7ua1QoQJHjx5lyJAhaY5pNBq2b99O1apVszO2LDlz5gy2trbaxBagbt262NjYcPr06QyTWz8/v5wK0SjXE89J3xuH9Lvx5Oe+n+FnDsCXpXPnFrb69H0XJxNOBz7ftWzdrSj6OT5Dlbf2psh18vP7PrfLyb7PbNBS7+R25MiRDB06lO+++45u3boBkJyczM2bN5k1axbe3t6sX7/+zaN9TYGBgTg7O+tMmVAoFBQoUIDAwMAMn5eTI7oygmw80vfGIf1uPPm977ceewzAynZFjRxJWvr2ffGSGhY8DOBRVMri7LhkBUcS3Blbwc7QIeZb+f19n5vlpr7XO7nt3r07Dx8+ZMaMGcyePVvbBmBiYsK3337LO++8k6WLf/vtt/zwww+ZnrN9+3YaNWqk1+ulNxdYo9Gk2y6EECLv+rm+ytghvDFTpYJh5W2Yci5c2/b7jUg+rmSLuYn83RLidemd3AKMHj2ad999l23btnHnzh2Sk5MpXrw4nTp1omjRrH96HjlyJD179sz0nMKFC+v1Wq6urjx79kwnmdVoNAQHB+Pi4pLl2IQQQuReg8pmvAYkLxlQxobZFyOITkypQPQ0Opm/78XQo6S1kSMTIu/SK7mNiYmhZ8+e9OrVi/79+2sXd70pZ2dnnJ2ds+W1ateuTWRkJGfOnNHOuz1z5gxRUVE683CFEEKI3EJloaRvKWt+vxGlbVvoE8m7JazkrqMQr0mvUmBWVlZcunRJu2mDMQQEBHD58mVu3boFpFRHuHz5MqGhoQCULVuWli1b8tlnn3H27FnOnDnDZ599RuvWrXPNHBAhhBDZY/eDGHY/iDF2GNlieAXdUWjvZwmcCcydC+WEyAv0rnPbsGFDTpw4YchYMrV8+XIaN27MBx98AEDPnj1p3Lgxu3bt0p6zdOlSKlWqRLdu3ejevTuVKlXit99+M1bIQgghDKTPgRD6HAgxdhjZorSDGa0KW+i0LfKJyuBsIcSr6D3nds6cOXTr1o2vvvqKIUOG4OnpiVKpd278xiZNmsSkSZMyPcfR0ZElS5bkUERCCCGMpXURS2OHkK1GVrBl36PnW/Buux/Dg8hEPG2ztDRGCEEWkttatWqh0WhYsGABCxYsQKlUYmamW4xPoVDw5MmTbA9SCCGEeNH6ltmzXiO3aFrQgvIqU66rEwFI1sDv16P4ppaDkSMTIu/RO7nt2rWrTG4XQgghDEChUDCyoi2fHFdr21bejGJ8VTtszXLuLqkQ+YHeye2iRYsMGYcQQgjxVutRwpqp58IJiUsGIDxew7pb0XxQ3tbIkQmRt8jHQSGEEHmOasVjVCseGzuMbGVlqmDwS/V7F/tEkqzRGCkiIfKmLM9Uf/r0KZcuXSIsLIzk5OQ0x/v06ZMtgQkhhBBvmyHlbfj5SgT/7enA7fAk/nkUl+8W0AlhSHont/Hx8YwaNYrNmzeTnJyMQqFA89+nyRfn4kpyK4QQwtDU7xcydggG4WFtQrfiVmy487yG7y9XI2heyAIzpax7EUIfek9LmDlzJps3b2bSpEns2LEDjUbDokWL2LJlC82bN8fLy4vjx48bMlYhhBAi3xtZUXeO7XH/eOpvDWT3gxjtoJIQImN6J7ebN2+mV69efP7555QvXx4ADw8PmjZtysaNG7G2tmb58uUGC1QIIYR4G1QrYE5dV3OdNr+wRPocCKHTnmdcCpbdy4TIjN7JbWBgIHXq1AHA1DRlNkNsbCyQMi2hc+fObNu2zQAhCiGEELp67Q+m1/5gY4dhMD83UKEyTzsN4ah/PE23BfHh0VCeRCUZITIhcj+9k1tnZ2fUajUAdnZ2WFlZce/ePe3xhIQEoqJku0AhhBCGt/dhLHsfxho7DIMppzLjVFc33ittzcsprgb481Y0Nf8KYKZ3OJEJaRd3C/E203tBmZeXF2fPngVSRmobNGjAwoULqVy5MsnJySxZsgQvLy+DBSqEEEKkWtfCydghGJy7tQm/NnRkWAVbvjobxqEncTrHoxM1fHcxgtW+UXxZ3Z6+pawxkUVnQug/cjto0CA0Go12KsL06dOJioqiffv2dOjQgejoaGbMmGGwQIUQQohUbT2taOtpZewwcoSXkxlbWjmzoaUzZR3Sjkn5xyTz8XE1jbcFcuhJ/h3NFkJfeo/ctm3blrZt22oflytXjgsXLnD06FFMTEyoW7cuKpXKEDEKIYQQbzWFQkGrIpY0L2TB6pvRzPQO51ms7nSEa6GJdNkbTKvCFnxTy4FyKjMjRSuEcWV5E4cX2dvb0759++yKRQghhNDLSt+UNR6DXtrRK78zVSoYXM6Gd0tYMfdyBAt9Iol7aV3ZvkdxHHgcyKCyNkysaoeLlYlxghXCSPRObh8+fJjpcYVCgaWlJc7OzjqbOgghhBDZbfQJNfD2Jbep7M2VfF3TgffL2TD9fDgbX9j0ASBJA8tuRLHhdjRjKtsxsoItlqbyt1m8HfRObitXrqxX0mppaUmDBg0YP348tWrVeqPghBBCiPQMLGNt7BByBU9bU5Y2cWJEhXi+PBPGqUDdGrgRCRqmnQ9nuW8UX9ewp3txKxmAEvme3sntr7/+ypIlS3j48CHvvvsupUqVQqPRcPv2bTZt2kTRokXp27cvt2/fZsOGDXTo0IGtW7dSr149Q8YvhBDiLTSvgaOxQ8hVariYs7tdAbbdj2XquTDuRujOVXgYmcTQw6FsvRvDymZOmEpVBZGP6Z3choSEEBMTw4ULF3B01P2lMnHiRFq3bk1cXBxz5sxh3LhxNGnShNmzZ/P3339ne9BCCCGE0KVQKOhczIo2RSxZej2S7y9FEBavu13vjgex/HI1kjGV7YwUpRCGp3cpsKVLlzJgwIA0iS2kbPAwYMAAli5dCkCBAgXo378/3t7e2RepEEII8Z+n0Uk8jZYdutJjYaJgVCU7vLu7MaKCDS9PtZ3lHc7VkATjBCdEDtA7uQ0KCiIxMTHD44mJiQQGBmofFyxYMNPzhRBCiNdVfr0/5df7GzuMXM3J0oTZdVSc7OqKk8XzP/cJyTDiaCjxSZpMni1E3qV3cluxYkWWLVvG48eP0xx79OgRy5cvp1KlSto2Pz8/XF1dsydKIYQQ4gXuVkrcrfT+E/ZWK+1gxtz6Kp22qyEJfHcpwjgBCWFges+5/fbbb+nevTs1a9akbdu2lChRAoA7d+6we/duNBqNdlpCbGwsGzZsoHXr1oaJWgghxFvtRm8PY4eQp3QuZsW7JazY9ELJsLmXI2hbxJIaLuZGjEyI7Kd3cluvXj327t3LzJkz2bNnDzExKf9ArKysaNasGZMmTcLLywtIKQd28+ZNw0QshBBCiCz7vq6Ko0/jCIhJ2dksSQMjj4ZyuJMrVlIDV+QjWdqhzMvLi3Xr1pGcnExQUBAALi4uKJVya0gIIYTIzRwtlPzSwJFe+4O1bTfDEvn2QjgzajsYMTIhstdrZaVKpRI3Nzfc3NwksRVCCJHjmmwLpMm2wFefKHS0LmLJe6V1N8BYeC2S4/5xRopIiOyX4cjtunXrAOjduzcKhUL7+FX69OmTPZEJIYQQGbgULKWsXteM2g4cfBLHo6iUUmoa4MOjoRzv4oqtmQxYibwvw+T2ww8/RKFQ0L17d8zNzfnwww9f+WIKhUKSWyGEEAZ3qKOLsUPIs+zNlSxo6Ejnvc+0bfcjk5hyNpyfXqqqIERelGFye+nSJQDMzc11HgshhBDGVrWArPB/E00KWjCsvA1Lrkdp25b7RtG+qCUtClkaMTIh3lyGya2np2emj4UQQgiRd02tac+Bx7HcDn++09vHx0I50cUNlYVMTxB5l97vXn9/f06cOJHh8RMnThAQEJAtQQkhhBCZmeUdzizvcGOHkadZmypZ2NAR5QtVwJ5EJzPxtNpoMQmRHfRObr/66iumT5+e4fEZM2YwZcqUbAlKCCGEyMycixHMuSg7bL2pOm4WfFLJVqftf7dj2HE/JoNnCJH76Z3cHj9+nHfeeSfD4y1btuT48ePZEpQQQgiRmQlV7ZhQ1c7YYeQLk6rZU16lO0vxsxNqnsUmZfAMIXI3vZPb4OBgHB0dMzyuUqm0GzsYwsqVK+nQoQOenp6oVCru37+f5hwvLy9UKpXO19SpUw0WkxBCCOOYVM2eSdXsjR1GvmBhomBRI0de3KQsKDaZMSfUaDQa4wUmxGvSO7n18PDA29s7w+MXLlzAxcVwpVmio6Np3rw5EydOzPS88ePH4+vrq/36/PPPDRaTEEIIkR9ULWDOuJdGwrfdj2XzXZmeIPIevbff7dixI4sWLaJJkyZ0795d59iWLVtYt24dH3zwQbYHmCq1zm5mCTaAnZ0dbm5uBotDCCGE8V18Fg9ISbDsNKayHbsfxHLxhQ0yPj+ppoG7BR7WJkaMTIisUajVar3uOYSHh9OuXTt8fHwoV64c5cuXR6FQ4OPjw40bNyhXrhy7d+/GwcGw+1N7e3vTrFkzLl26RNGiRXWOeXl5ERcXR0JCAoUKFaJLly588skn2lq96fHz8zNovEIIIbJfrWMpW8iebRht5Ejyl9tRCgZctCRe83yOQgPHJOZWiEOhyOSJQuSw0qVLZ3hM75Fbe3t79u3bx7x589i+fTu7du0CoHjx4owfP55PPvkEa2vrV7yKYQ0fPpzKlSvj5OTEhQsXmDp1Kvfv3+fXX3/N8DmZdU528/Pzy9Hrieek741D+t148nvfV7keCOTs73B95eW+Lw18ZRLBV+eel1k7HmrCKQoyoLSN8QLTU17u+7wuN/W93sktgLW1NZMmTWLSpEnZcvFvv/2WH374IdNztm/fTqNGjfR6vVGjRmn/v1KlStjZ2fH+++8zbdo0nJyc3ihWIYQQucfhTq7GDiHf+rCiLTsfxHIqMF7b9sXpMJp4WFDULktpgxBGYdR36ciRI+nZs2em5xQuXPi1X79GjRoA3LlzR5JbIYQQQg8mSgULGznS8O9AohNTZi5GJmoYdSyUv9sUQCnzE0QuZ9Tk1tnZGWdnZ4O9/pUrVwBkgZkQQgiRBSXsTfmmpj2fnwrTth31j2fp9SiGV7DN5JlCGF+eub8QEBBAQEAAt27dAsDX15ewsDCKFCmCo6MjZ86c4ezZszRq1Ah7e3u8vb354osvaNu2LUWKFDFy9EIIIbJTuf89BeBGbw8jR5J/DS5nw44HsRx6Eqdtm3ounBaFLCjlYGbEyITInN51bo1t+fLlNG7cWFturGfPnjRu3Fi7sM3c3JwtW7bQoUMH6taty8yZMxkwYADLli0zZthCCCEMwD8mGf+YZGOHka8pFQp+baDC3uz5NISYJA0jj4aSlCybO4jcK8+M3L5qIVvVqlXZv39/DkYkhBDCWK73cjd2CG+FIramzKrjwEfH1Nq2s0EJ/Ho1ktGVZftjkTvlmZFbIYQQIpWHtYlsLJBD+paypk0RS522md7hXAtJyOAZQhhXlkduExIS8PPzIywsjOTktLeEGjRokC2BCSGEEML4FAoF8+qrqLs1gNC4lOkI8ckw8mgo/3Z0wVQp1RNE7qJ3cqvRaJgxYwa//fYbUVFRGZ4XEhKSLYEJIYQQGfn0eCgA8xo4GjmSt4ObtQk/1VPx/qFQbdvlkAQ23I6mbx7Y3EG8XfSelvDLL7/w448/0rVrVxYtWoRGo2Hq1KnMnTuX8uXL4+XlxZYtWwwZqxBCCAHAqpvRrLopW+/mpK7FrelazEqnbc7FCBJkcZnIZfRObv/44w86dOjAL7/8wjvvvANAlSpVGDhwIP/++y9JSUkcO3bMYIEKIYQQqX6ur+Ln+ipjh/HWmVrTHrMXMof7kUms9ZMPGSJ30Tu5ffjwIc2aNUt5kjLlafHxKVvzWVhY0KtXL9atW2eAEIUQQghdg8raMKis3A7PaUXtTHnvpWkIP1yKIC5JRm9F7qF3cqtSqYiOTvl0Zm9vj7m5OY8fP9Yet7CwkPm2QgghRD43toodFi8UqngUlcQq34zX4giR0/RObsuXL8/ly5dTnqRUUr16dX7//XceP37Mw4cPWblyJaVLlzZYoEIIIUSq3Q9i2P0gxthhvJUK2ZgwqIzu6O1PlyOISZTRW5E76J3c9ujRAz8/P2JjYwGYMmUKt2/fxsvLiypVqnD79m2mTJlisECFEEKIVH0OhNDngNwtNJYxle2wMnleAsw/JpllNyKNGJEQz+ldCqxfv37069dP+7hevXqcPHmS3bt3Y2JiQosWLShZsqRBghRCCCFe1PqlTQVEznKzNuGD8jb8cvV5QvvzlUgGlbXB1kz2hxLGpXdy+/DhQwoUKICV1fMyIMWKFWPkyJEAxMTE8PDhQ4oUKZL9UQohhBAvWN/S2dghvPU+9bJl+Y0oIv+bjvAsNpml16P4TLblFUam98erKlWqsGPHjgyP7969mypVqmRLUEIIIYTI3ZwtTRhRwVan7ZerEYTHp929VIicpHdyq9FkPlE8MTERhUK24BNCCCHeFqMq2WJv/vxvf2ichkU+MvdWGFeWJsZklLyGhYWxf/9+XFxcsiUoIYQQIjOqFY9RrXj86hOFQakslHxUUXf0dsG1SNRxMnorjCfT5Hb27Nk4OTnh5OSEQqFg2LBh2scvfhUvXpxNmzbRtWvXnIpbCCGEELnAyAq2OFo8H/wKj9cw/6qM3grjyXRBWbVq1Rg0aBAajYaVK1fSuHHjNBURFAoF1tbWVKtWjS5duhgyViGEEAIA9fuFjB2C+I+9uZJPKtkx7Xy4tm2xTyQjK9rgbGmSyTOFMIxMk9vWrVvTunVrAOLi4hg8eDA1a9bMkcCEEEIIkTd8UN6GBdcieRabMh0hMlHDvCuRfFPLwciRibeR3nNuFy5cKImtEEIIIdKwNVMy2kt37u3S61EERCcZKSLxNstw5Pb48eMANGjQQOfxq6SeL4QQQhhKr/3BgNS7zU2GlLNl/tVI/GNSRm9jkjTMvRLB7Doq4wYm3joZJrcdOnRAoVDg7++Pubm59nFGNBoNCoWCkBDZDlEIIYRh7X0Ya+wQxEusTBWMqWzH+NNh2rYVvlF8XMmOQjYy91bknAyT2+3btwNgbm6u81gIIYQwtnUtnIwdgkjHwLIpW/I+ikqZjhCXBD9eiuCn+irjBibeKhkmtw0bNsz0sRBCCGEsbT2tXn2SyHEWJgo+r2LH6BNqbdsfflF86mVLUbtM17ALkW2ytIlDqrCwMK5du8a1a9cICwt79ROEEEII8VboV9qaorbPpyEkJMP3lyKMGJF422QpuT158iRt2rShePHiNGrUiEaNGlG8eHHatGnDiRMnDBWjEEIIoWOlbxQrfaOMHYZIh5lSwfiqdjpt625Fcyc80UgRibeN3vcI9u3bR79+/bC1tWXIkCGUKlUKjUbD7du32bRpE507d2bt2rW0atXKkPEKIYQQ2tveg8raGDcQka5eJa2ZezmSW/8ltEkamH0xnCWNZa60MDy9k9tp06ZRvHhx9u7di6Ojo86xSZMm0apVK6ZNmybJrRBCCIMbWMba2CGITJgqFUyoascHR0K1bRtvxzC2cgJlVWZGjEy8DfSelnD79m0GDhyYJrEFcHJyYuDAgdy+fTtbgxNCCCHSM6+BI/MapP17JHKPbsWtKKd6PoamAWZ7y9xbYXh6J7fFihUjKirj+U1RUVEULVo0W4ISQgghRN5molQwqZq9TtuWezFcDUkwUkTibaF3cjthwgQWL17MuXPn0hw7e/YsS5cuZdKkSdkanBBCCJGep9FJPJWtXXO9jkUt8XLSnYYwyzvcSNGIt4Xec26PHTuGu7s7rVq1olq1apQsWRJIma7g7e1N+fLlOXr0KEePHtU+R6FQ8MMPP2R/1EIIId5q5df7A6B+v5CRIxGZUSoUfFHNjj4Hnu9euvNBLBefxVO1gLkRIxP5md7J7fLly7X/f+HCBS5cuKBz3MfHBx8fH502SW6FEEIYgrvVa5VpF0bQpoglNQqYcf7Z8+kIM73D2fBOASNGJfIzvZPb0NDQV58khBBC5IAbvT2MHYLQk0Kh4Ivq9nTfF6xt2/cojjOBcdR2tTBiZCK/yhMffUNDQxk3bhy1atXC3d2dihUrMmbMGEJCQnTOU6vVDBs2DE9PTzw9PRk2bBhqtdo4QQshhBACgOYFLajrqjsNYaZUThAGkieS26dPn/L06VOmTZvGiRMn+O233zhx4gRDhgzROW/o0KFcvnyZjRs3smnTJi5fvszw4cONFLUQQggh4Pno7YsOPYnjuH+ckSIS+Zne0xIADh48yK+//srFixcJCwtDo9GkOefl0dTsUKFCBdasWaN9XKJECb755ht69epFeHg49vb2+Pr6sn//fvbs2UOdOnUAmDt3Lm3btsXPz4/SpUtne1xCCCGMo8m2QAAOd3I1ciRCX409LGjkbs5R/3ht24wL4exsWwCFQmHEyER+o3dyu3v3bvr370/p0qXp2rUry5cvp0ePHmg0Gnbu3EmpUqVo166dIWPVERERgYWFBdbWKbvUnDlzBltbW21iC1C3bl1sbGw4ffp0hsmtn59fjsRrrOuJ56TvjUP63Xjyc99fCk753Z9bv8fcGpexDXRVctTfUvv4REA8a8/doY4qOduuIX1vPDnZ95kNWuqd3P744494eXmxf/9+wsLCWL58Of369aNJkybcu3ePli1basuDGZparWbGjBkMGDAAU9OUbyEwMBBnZ2edT38KhYICBQoQGBiY4Wvl5IiujCAbj/S9cUi/G09+7/tDjimjf6VzYTmp/N73b6I0sC74GQceP5+OsCrAjn41XbJl9Fb63nhyU9/rPef22rVr9OjRA1NTU0xMTABISkopoF2sWDEGDx7M3Llzs3Txb7/9FpVKlenXi3VzIWUntD59+uDh4cE333yjcyy9fxgajUZudwghRD5TtYC51EnNo754adeys0EJ7Hskc29F9tF75NbCwgIrKysAbGxsUCgUBAUFaY8XKlSIu3fvZuniI0eOpGfPnpmeU7hwYe3/R0ZG0qNHDwDWr1+PpeXzWxuurq48e/ZMJ5nVaDQEBwfj4uKSpbiEEEIIYRg1XMxpU8SSPQ9jtW3jTqlRx9vTtZgV5iYyICXejN7JbfHixfH19QXAzMyMsmXLsn37dnr16gXArl27cHd3z9LFnZ2dcXZ21uvciIgI7RzfTZs2YWtrq3O8du3aREZGcubMGe282zNnzhAVFaUzD1cIIUTel7qF66SXRgFF3vBFNTud5PZBZBLDj4Qy9VwYH5S35f2yNjha5ImCTiIX0vud07JlS7Zs2UJCQsoOIyNHjmTnzp1Ur16d6tWrs2/fPgYPHmyQICMiIujWrRtqtZqFCxcSHR1NQEAAAQEBxMenzLsqW7YsLVu25LPPPuPs2bOcOXOGzz77jNatW+eaOSBCCCGyx5yLEcy5KHVS86rKzuZ0L26Vpv1pdDLfnA+n4gZ/xp5UcyssIZ1nC5E5vUdux48fz8iRI7ULuAYMGIC1tTVbtmzBxMSEcePG0adPH4MEefHiRc6ePQtAjRo1dI5t376dRo0aAbB06VImTJhAt27dAGjbti3fffedQWISQghhPBOq2hk7BPGG5jd0RKmATXdieLmwaHSihmU3olh2I4rWRSz5sIItjT3MZQ2N0ItCrVanLVYrDCI3rSR820jfG4f0u/FI3xuP9H3W3A5LZPH1SNb6RROdmHFKUsnJjA8r2NC9hDUWGczLlb43ntzU93pPS/D39+fEiRMZHj9x4gQBAQHZEpQQQggh3g4lHUz5vq4Kn57uTKtpTyFrk3TPuxqSwIfH1FTe6M/3F8MJjk3K4UhFXqF3cvvVV18xffr0DI/PmDGDKVOmZEtQQgghRGYuPovn4rP4V58o8gyVhZJPvey42MON35s4Uq2AWbrnBcQkM8M7goob/Pn0eCg31DIvV+jSO7k9fvw477zzTobHW7ZsyfHjx7MlKCGEECIzTbcH0XR70KtPFHmOmVLBuyWs+beDC7vbFaBjUUuU6cxCiE2CVTejqbslkHf3PePfx7FoZKKlIAsLyoKDg3F0dMzwuEql0ql7K4QQQhhKFef0R/VE/qFQKKjnZkE9NwvuRSTym08kf9yMJjKdebn7H8ex/3EcJawtmWwaTdfiVrL47C2m98ith4cH3t7eGR6/cOGCbJYghBAiRxzu5MrhTq7GDkPkkGJ2psyqo+JaL3e+rWVPEdv05+XeiVYy+HAorXc+40yg7Hr2ttI7ue3YsSN//vknmzdvTnNsy5YtrFu3jo4dO2ZrcEIIIYQQqRzMlYyqZId3dzdWNnWitkv6WzCfCYqn1c5nDD4Uwr2IxByOUhib3tMSxo0bx8GDB/nggw/48ccfKV++PAqFAh8fH27cuEG5cuWYOHGiIWMVQgghhMBUqaBLcSu6FLfibGA8C69Fsu1+DEkvzVj4624MO+7HMLKCLWOq2OFgLruevQ30/inb29uzb98+xo0bB6Rst7tz504gZYOH/fv34+DgYJgohRBCiBeU+99Tyv3vqbHDELlALVdzVjRz4nRXV5o6pR2ljU+GeVcjqb4pgN+vR5KYLKvO8ju9R24BrK2tmTRpEpMmTTJUPEIIIcQr+cckGzsEkcuUcjDj+wrx+Nu6M/lsGJeCdUuEBccl8/mpMJZcj2J6LQdaFbaQRWf51GuPzycmJnL8+HHCwsKyMx4hhBDila73cud6L3djhyFyoUYeFhzs6MKiRo4UtE6b5twMS6TX/mC67A3mSojUyM2PXju5DQkJoWPHjly8eDEbwxFCCCFezcPaBI8MdrISQqlQ0KeUNee6u/FFNTtsTNOO0B5+GkfjvwMZdSwU/2jZ7Sw/eaOZ1RqpliyEEEKIXMraVMn4qvac7+7Ge6WteTnF1QBr/KKpsTmAORfDiUqQ6S75wRsltzJXRQghhDF8ejyUT4+HGjsMkUe4W5vwa0NHjnR2pYmHRZrjUYkaZnlHUOuvAP70iyJZBu/yNBm5FUIIkeesuhnNqpvRxg5D5DFeTmZsbe3M+pbOlHFIu6b+SXQyHx5T02x7EEef5r5NIHzVCZwOiCNJKj5kSq/kNiYmBicnJ3744QdtW4ECBbh06RJ169Y1WHBCCCFEen6ur+Ln+ipjhyHyIIVCQesilhzv4soPdR1wtkibCl0KTqDjnmd02vOMPQ9jjDqSm5SsYdu9GFrvDKLOlkBa73pG/39DZHQ5E3qVArOyssLFxQV7e3ttm1KpxNPT02CBCSGEEBkZVNbG2CGIPM5MqWBoeVveLWHNT5cjWOwTSfxLU26PPI3jyNM4StqbMKKCLX1KWWNrljMbQUQlJLPWL5pFPpHcjdBd8Lb7YSyb78TQo6R1jsSS1+j9E+ratStbtmwhOVkmWwshhBAif1BZKPmmlgNnurnRtZhVuufcDk9i3KkwKmzw56uzYTyMNNyWvv7RSUw/H0bFDf6MPx2WJrFNNe18ODGJMnqbHr03cWjfvj1HjhyhTZs2DBgwgGLFimFllfZNUKNGjWwNUAghhHjZ7gcxALT1TD8ZESKritmZsqKZEyMC4ph2PpwTAfFpzgmP1/Dr1UgWXoukY1ErPqxoQ23XtAvUXse1kAQWXItk451o9Cna8CgqiYXXIhlbxS5brp+f6J3cdurUSfv/Z8+eTVMpQaPRoFAoCAkJyb7ohBBCiHT0OZDyt0b9fiEjRyLymzpuFuxq58LFZ/Es9Ilky92YNMlmkga23oth670YarqYMbKCLZ2KWWGmzFoVKY1Gw8Enccy/Gsm/TzJewGamhB4lrEnSaFh/O0bbPvdyBP1LW+MmNZ916J3cLliwwJBxCCGEEHprXcTS2CGIfK5qAXOWNHZiWs0klt2IYvmNKELi0g6pngtKYMjhUAqdDeeD8jYMLGuDYzqL1F4Un6Rh051o5l+LxCc04ykOKnMFQ8rZ8EF5W9ytTVDHJfPPozhtHJGJGmZ6hzOvgeObfbP5jN7Jbd++fQ0ZhxBCCKG39S2djR2CeEt4WJswubo9YyvbsfFONIuuRXJdnTYhfRydxNTz4Xx3KYI+pawZXt6GMioznXNC45JZ4RvFEp9I/GMynntQ3M6EDyva0reUNTYvLGBTWSiZUNWOCafDtG1/+EUzrLwtFZ3M0nupt5Leye2LHj16xLNnzyhVqhS2trbZHZMQQgghRK5iZapgQBkb3ittzaEncSzyiWTfo7RTCaITNSy7EcWyG1G8U8iCDyvaUszOlIU+kaz1iyY6k0VgdV3N+aiSLe2KWGKSwRSHweVsWHo9ilvhKQl2sgYmnw3jr1bOsrnWf7JUz2LHjh1Ur16dypUr07x5c86fPw9AcHAw9evXZ/v27QYJUgghhBAiN1AoFDQrZMmGdwpwpqsrQ8rZYGWSflL5z+M4uu4LptrmAJZej0o3sVUqoEsxK/Z3cGFPexc6FrXKMLGFlBJm02vZ67QdfBLH/se5b9MJY9E7ud27dy8DBgygQIECTJgwQWd3MmdnZwoXLsyff/5pkCCFEEKIF6lWPEa14rGxwxBvuTIqM36sp8KnlztTa9hT0Fr/MUMbUwXDy9twobsbK5s5UdPFXO/ntiliSeOXthGefCaMRNm5DMhCcvvdd99Rp04d9u3bxwcffJDmeK1atbhy5Uq2BieEEEIIkds5WigZXdmOSz3cWdbEkRoFMp7/6mGtZGoNe671dGdOXRXF7LI+Q1ShUPBtLXteHN/1DUtk1c2o14g+/9E7ufXx8aFbt24ZHndzc+PZs2fZEpQQQgiRGfX7haQMmMh1zJQKupew5kBHV/a1L0DXYlakzlio5GTG4kaOXHrXndGV7VC9oqLCq1R2Nqdvad0dymZeiCDs5W3W3kJ6f1wwNzcnLi7j+RwPHz7U2Z5XCCGEEOJtVdvVgtquFoTEJqGO11DcziTbF3xNrm7Plrsx2rm8wXHJzL0cwdSaDtl6nbxG748NdevWZcuWLekeCw8PZ+3atTRq1CjbAhNCCCGEyOucLE0oYW9qkEoGHtYmfOqlW7Vq4bVI7kUYbnvgvEDv5HbixIlcu3aNLl26sHv3bgAuX77M8uXLadKkCeHh4YwfP95ggQohhBCpeu0Pptf+YGOHIYTRjapoq7OQLT4ZvjkfbsSIjE/v5LZatWps2rSJx48fM2rUKACmTJnC2LFjMTExYdOmTZQtW9ZggQohhBCp9j6MZe/DWGOHIYTR2Zgp+aqG7jSEv+7GcCbw7S0NlqUleg0bNuTs2bNcvnyZO3fukJycTPHixalataoUDhZCCJFj1rVwMnYIQuQavUpasdgnkkvBCdq2L8+Esa+9y1uZn73WDmWVK1emcuXK2R2LEEIIoZe2nlbGDkGIXEOpUDCjtgMddj+vWnU2KIEtd2PoVsI6k2fmT1mqQ5GYmMjq1avp378/TZo0oUmTJvTv35/Vq1eTkJDw6hd4TaGhoYwbN45atWrh7u5OxYoVGTNmDCEhITrneXl5oVKpdL6mTp1qsLiEEEIIIXKDhu4WtPe01Gn7+nw4sZls95sd9jyMITg2yaDXyCq9k9uAgACaNGnCp59+yrFjxwDQaDQcO3aMTz/9lCZNmhAQEGCQIJ8+fcrTp0+ZNm0aJ06c4LfffuPEiRMMGTIkzbnjx4/H19dX+/X5558bJCYhhBDGs9I3ipW+UrBeiBd9U9MB0xdmITyMTGKxT6RBrpWs0TDbO5ze+0MYeDCExFxUXlfv5Hb8+PH4+fnx66+/cvv2bQ4fPsyRI0e4ffs2v/zyC7du3TJYtYQKFSqwZs0a2rVrR4kSJWjYsCHffPMNhw4dIjxcd0WgnZ0dbm5u2i9bW9sMXlUIIUReNfqEmtEn1MYOQ4hcpaSDKR+Ut9Fp+/FyBEEx2TuyGpmQzKCDIcy+GAHAMf94frqb8a5sOU2hVqv1Gq8uXLgw77//PtOnT0/3+Jdffsnq1at5+PBhtgaYkc2bN/PRRx/x6NEjTE1Tpg57eXkRFxdHQkIChQoVokuXLnzyySeYm2e8X7Ofn1+OxCuEECL7zPBL+b3+Zel4I0ciRO4SlgDdzlsRnvh8CLe7ewITS2XP9NEnsQo+97HAL1p3fNREoWFdtViKWxt2GkSq0qVLZ3hM7wVlFhYWFClSJMPjRYsWxcLCImuRvSa1Ws2MGTMYMGCANrEFGD58OJUrV8bJyYkLFy4wdepU7t+/z6+//prha2XWOdnNz88vR68nnpO+Nw7pd+PJ732/Mhd/a/m973Mz6fsUEzWRfHEmTPt4S4AZn9ctRHnHNxtdPeYfx+CzIQTH6c5BcLJQMrNMNK2qlHqj188uek9L6NatG5s3b0534Vh8fDybN2+ma9euWbr4t99+m2YB2MtfR48e1XlOVFQU/2/vzqOius8+gH8vyKIgDAyLyiarJoGIQcVXRaPGQ9AX3BUxdUkplBo1KlE01nASTMRKq/WQWGuWxmBLwykCScEmhiYuxOH1FTXGFdCgbxBZAwOIwn3/oN5kHJaLDjMD+X7O8Ry49zczzzw+4jM/fvf+lixZgqFDh+L111/XOPfSSy9h8uTJ8Pf3x7Jly5CSkoKDBw9qXXhGRERE1F9Fj7SC12BT6fs2EdhWWNfFI7r33iU15uRVajW2T9kNQH64I4JsjWfRreyZ24iICJw8eRJTp07Fiy++CC8vLwiCgGvXruH9998HAMyePRunT5/WeFxQUFCnzxkXF4dFixZ1+bqurq7S1w0NDVi4cCEAID09HZaWlp09TOO1S0pKYG/PeyISEfUX3ze2ryEcOsi0m5FEPz/mpgJeH2uLF774cXLvs1t3cfRWM6a7dN07Pexem4iEU3V495L2BZwRHpZ4O8QO1mYmuFr+2GHrTI+a2wc2bNgg3RRYFMUOx4iiCEEQupw1VSqVUCqVsl6/vr4eCxcuhCiKyMjIkHWh2Pnz5wEAzs7Osl6DiIj6hifS2/8nrV3pYuBIiIzTLHdLTBxijhPlP65L36qqw5TZFhhgIm9jh8rmVizPr9Z4jgcSAgdjY+BgmBjhJhGym9vU1NTejKNL9fX1mDdvHurr65GWlobGxkY0NjYCAOzs7GBubg6VSoXCwkKEhITAxsYGZ86cwZYtWxAWFtblWmEiIup7hgzs0W3aiX52BEHA9rG2mJpzBw+mIS/W3sdHVxuxYoRVl48FgG+q72HJ0SqUNWjeacFqgIB3QuwQMdx4N1KR3dxGRUX1ZhxdKioqQmFhIQDtZQ45OTkICQmBubk5MjMzkZycjJaWFri5uWHZsmVYu3atIUImIqJedClyqKFDIDJ6gQ7mWOw9EH8rbpKObf/fHzDPcyBszDv/gJh9vQlxx2qgfmgDCHdrUxyaroS/vfHc9qsjj7T9rr6FhISgtra2yzGBgYH4/PPP9RMQERERUR/w2yBbZF1vRlNre6N6p7kNu8/XY1uQrdbYNlFEclE9kv9z/9qfmjjEHB9OtYfS0vjXufP3OkRERET9lIuVKVYHaF6nlHqhAd813Nc41nCvDcvzqztsbKNHWuFwqEOfaGwBNrdERNQHTcmuwJTsCkOHQdQnrPG31linfrcVeOP0jzu83qi/j9BP7yDnRrPG4wYIwO4JCuz6LwXMZF6EZgzY3BIRUZ9ztuoezlbpZsclov7O2swEW4NsNI59XNKE/7nTguPldzEt5w4u1GjO5CotTJD1vIOsi8+MTZ9Yc0tERPRT/w53NHQIRH3KEu9B2PetGt9U//ih8MV/V+P/1K146Lox+Nub4dB0e7hb9802kTO3RETU5wQ6mCPQwdzQYRD1GaYmAraP1Zy9/a5Bu7GdPdwSR2Y69NnGFniEmdvLly/j+vXrqKmp0djA4YElS5boJDAiIiIi0p0pwyzxvJsl8sqaOzy/ZfRgvDJqsLRRV18lu7m9ceMGYmNjoVKpOmxqgfYbBrO5JSKi3vbWmfaLYTaPtulmJBH91BtjbfD5zWaNGVurAQL2TbZDuIfxbszQE7Kb23Xr1uHcuXPYvn07Jk6cCIVC0YthERERde7B7YrY3BL1jK+tGTaMGiz9G/L4z8YMTxn5xgw9Ibu5LSgowJo1axAXF9eb8RAREXVrU+BgQ4dA1GclBA7GOCdzVDa34b/dLWFl1r8uwZLd3Nra2kKpVPZmLERERLJwxpbo0QmCgOkuloYOo9fIbtWjoqJw+PDhXgyFiIiIiOjxyJ65nTFjBvLz8xEeHo6VK1fC1dUVpqba27AFBQXpNEAiIqKHFVW2AABvB0ZEWmQ3tzNnzpS+PnHihNZ5URQhCAKqq6t1ExkREVEnns25AwCoXeli4EiIyNjIbm5TU1N7Mw4iIiLZRin7z5XdRKRbspvbqKio3oyDiIhIti8jnAwdAhEZqf517wciIiIi+lnrdOY2OTkZgiAgPj4eJiYmSE5O7vbJBEHAxo0bdRogEREREZFcnTa3O3bsgCAIePnll2Fubo4dO3Z0+2RsbomISB9G/u17AMClyKEGjoSIjE2nzW1NTU2X3xMRERlKeVOboUMgIiMl+4IyIiIiY3Fx8RBDh0BERorNLRER9TlDB2lvIkREBPBuCURERETUj7C5JSKiPmftiRqsPcFrQYhIG5tbIiLqc/5ypRF/udJo6DCIyAhxzS0REfU5uycoDB0CERmpR25u6+vrAQCDBw/WWTBERERyrBhhZegQiMhI9WhZQklJCWJiYuDp6QkPDw94eHjA09MTMTExuHbtWm/FSEREREQki+yZ29OnT2Pu3LloamrCtGnT4OPjA1EUUVxcjMzMTOTm5iIzMxNjxozpzXiJiIiQ+10TACDMfaCBIyEiYyO7uU1ISIC1tTXy8/Ph7e2tce7atWsIDw/Hli1b8K9//UvnQRIREf3UkqPVAIDalS4GjoSIjI3sZQnffPMNoqOjtRpbAPDx8UF0dDTOnz+v0+CIiIg6EupmiVA3S0OHQURGSPbMrZOTE0xMOu+FTU1N4ezsrJOgiIiIupL+nNLQIRCRkZI9c7tq1SocOHAAN2/e1Dr33Xff4cCBA1i1apVOgyMiIiIi6gnZM7dNTU2wtbXFmDFjMHPmTHh5eQEAiouLkZeXB29vbzQ2NmLPnj3SYwRBwJo1a3QS6Jo1a/DVV1+hvLwcVlZWGDduHBITEzFixAhpTG1tLTZu3Ii8vDwAwPPPP4+dO3dCoVDoJAYiIiIiMm6ym9vExETp68zMTK3zFy5cwIULFzSO6bK5HT16NCIjI+Hi4oKamhrs2LEDc+bMwblz52BmZgYAiI6Oxs2bN/Hxxx9Lrx0bG4v09HSdxEBERMZB8f4tALygjIi0yW5uz54925txdGvlypXS1x4eHti6dSsmTZqE69evw9fXF5cvX8bnn3+OvLw8BAcHAwD+8Ic/ICwsDFevXoWvr6+hQiciIiIiPRFqa2tFQwfRU2q1GklJScjJycHp06dhYWGBgwcPYvPmzSgrK4MgCAAAURTh6uqK5ORkvPDCCx0+19WrV/UZOhERERE9pq4mLR95+11DOHDgAF577TWo1Wr4+voiOzsbFhYWAICKigoolUqpsQXal0U4ODigoqKi0+fU54wuZ5ANh7k3DObdcJh7w2HuDYe5Nxxjyn2PmttLly5h3759KCoqQl1dHdra2jTOC4KAoqIi2c+XlJSEXbt2dTkmJycHISEhAICFCxdi6tSpKC8vx969e7F8+XIcOXIEgwYNkl7/YaIodniciIiIiPof2c3tqVOnMGfOHFhbW+OZZ57B2bNnMXnyZNy9excqlQojR45EYGBgj148Li4OixYt6nKMq6ur9LWtrS1sbW3h7e2NsWPHYvjw4cjOzkZkZCScnJxQWVmp0cyKooiqqio4Ojr2KC4iIiIi6ptkN7dJSUkYNmwYjh49itbWVvj4+GD9+vWYMmUKTp06hUWLFiEpKalHL65UKqFUPtqNuEVRhCiKaGlpAQCMGzcODQ0NUKlU0gVlKpUKarVa+p6IiIiI+jfZmzicOXMGy5Ytg0KhkHYqe7AsITg4GMuXL8f27dt7JciSkhLs3r0bRUVFKCsrw6lTp7B8+XKYm5sjNDQUADBixAg899xzWLduHQoLC6FSqbBu3TqEhoYazRoQIiIiIupdsptbQRBga2sLANIa1+rqaum8j48PLl68qOPw2pmbm+P48eNYsGABnnnmGbz44osYPHgwPvvsM40tf//85z/D398f8+bNw/z58+Hv748//elPvRITERERERkf2csS3N3dUVJSAgCwsLCAh4cH8vPzMX/+fADAyZMnYW9v3ytBurq6IiMjo9txdnZ22L9/f6/EQERERETGT/bM7dSpU5GVlQVRbL8t7vLly5GWloaIiAiEh4cjPT0dCxcu7LVAiYiIiIi6I3vmNj4+HgsWLMD9+/dhZmaGl19+GaIoIjMzE6ampkhISMD69et7M1YiIiIioi7Jbm4VCoXGrb4EQcD69evZ0BIRERGR0ZC9LIGIiIiIyNh1O3P73nvvwdnZGbNmzQIA/PDDD1i6dKnWOHd3d6Smpuo+QiIiIiIimbqcuf3kk08QHx8v3QIMAO7fv4/jx4+jtLQUt2/fxu3bt1FeXo6//vWvOHLkSK8HTERERETUmS5nbjMyMhAUFIRJkyZpnUtNTcWUKVOk72fMmIH09HRpUwUiIiIiIn3rcub29OnTmDFjhqwnCg0NRWFhoU6C6q+4U5rhMPeGwbwbDnNvOMy94TD3hmNMue+yua2oqICLi4vGMUtLS0RHR8PV1VXj+JAhQ3Dnzh3dR0hEREREJFOXyxIsLCzQ1NSkcWzQoEH43e9+pzW2qakJZmZmuo2OiIiIiKgHupy5HT58uOylBoWFhRg+fLguYiIiIiIieiRdNrehoaHIysrC5cuXu3ySS5cuISsrC2FhYToNjoiIiIioJ4Ta2lqxs5O1tbUIDg6GIAh48803ERERgQEDflzJcP/+fRw+fBivvvoqTExMcPLkSdjZ2eklcCIiIiKih3XZ3ALA2bNnERUVhe+//x4DBw6Et7c3rK2t0dDQgGvXrqG5uRnDhg1DWloaRo0apa+4iYiIiIi0dLv97qhRo1BQUIDXXnsNTz/9NMrKyqBSqVBWVoZRo0YhMTERJ0+e7PeN7YkTJxAZGYknnngCCoUCaWlpGucrKioQFxeHkSNHYujQoZg/fz6Ki4ul8zdu3IBCoejwzx//+EdpXG1tLWJiYuDu7g53d3fExMSgtrZWX2/TKOkr9wEBAVrnExMT9fU2jdLj5h4Abt++jZiYGPj5+WHYsGGYOHEi/v73v2uMYd1r01fuWffadJH70tJSLF26FN7e3nBzc8OKFStQUVGhMYZ1r01fuWfda/r973+PqVOnws3NDd7e3li8eDG+/fZbjTGiKOKtt97CyJEjMWTIEMyaNQsXL17UGHP37l288sor8PLywrBhwxAZGYlbt25pjNFH3Xfb3AKAjY0N1q5di9zcXJSWlqKyshKlpaXIzc3FmjVrYGNjo9OgjJFarcaTTz6JHTt2YODAgRrnRFHE0qVLUVJSgrS0NHz11Vdwc3PD7NmzoVarAQCurq64fPmyxp+UlBQIgoCIiAjpuaKjo3Hu3Dl8/PHHyMjIwLlz5xAbG6vX92ps9JV7ANi4caPGuPj4eL29T2P0uLkHgF//+te4cuUKDh06hJMnTyIyMhKxsbE4ceKENIZ1r01fuQdY9w973Nyr1WrMnTsXoigiKysLeXl5aGlpQWRkJNra2qTnYt1r01fuAdb9Tx0/fhy//OUvceTIEWRnZ2PAgAGYM2cOampqpDF79uxBamoqkpOT8cUXX8DR0RFz585FfX29NGbz5s3IycnBu+++i3/+85+or6/H4sWL0draKo3RR913uyyBtLm4uGDnzp1YunQpAODatWsYM2YMjh07hoCAAABAW1sb/Pz8sG3bNixbtqzD55kzZw4EQUBmZiYA4PLlywgODkZeXh7Gjx8PACgoKEBYWBgKCwuN6gbJhtJbuQfaP8nHxMRg9erVvf9G+qBHzb2LiwuSk5PxwgsvSM/l7++P2NhYrF69mnUvQ2/lHmDdd+dRcv/FF19g/vz5KC0thUKhAADU1dVh+PDhyMzMxLPPPsu6l6G3cg+w7rvT0NAAd3d3pKWlISwsDKIoYuTIkfjVr34lfQhoamqCr68v3njjDaxcuRJ1dXXw8fFBamoqFi1aBAC4efMmAgICkJGRgenTp+ut7mXN3FLX7t69C6B9g4sHTExMYGFhgYKCgg4fc/36dXz55ZdYsWKFdEylUsHa2hrBwcHSsfHjx8PKygqnTp3qneD7OF3l/oG9e/fC09MTkyZNwq5du9DS0tIrcfcHcnM/fvx4HD58GNXV1Whra8Onn36Kqqoqaftu1n3P6Sr3D7Du5ZOT+7t370IQBFhYWEhjLC0tYWJiIo1h3fecrnL/AOu+cw0NDWhra5M+INy4cQO3b9/GtGnTpDEDBw7EhAkTpHotKirCvXv3NMa4urpixIgR0hh91T2bWx3w8/ODm5sbXn/9ddTU1KClpQW7d+/GrVu3cPv27Q4f8+GHH0KpVGLmzJnSsYqKCiiVSgiCIB0TBAEODg5a64Wona5yDwCxsbE4cOAAcnJyEBMTg7fffhsbNmzQx9vok+Tm/v3334cgCPDy8oKTkxNiYmJw4MABPP300wBY949CV7kHWPc9JSf3Y8eOhbW1NbZt2wa1Wg21Wo2tW7eitbVVGsO67zld5R5g3XcnISEBAQEBGDduHABIuXN0dNQY5+joKNVrRUUFTE1NoVQquxyjj7pnc6sDZmZmOHjwIEpLS+Hp6YmhQ4fi2LFjmDFjBkxNTbXG379/H4cOHUJUVJTWrm4//Qt/QBTFDo+TbnP/0ksvYfLkyfD398eyZcuQkpKCgwcPorq6Wl9vp0+Rm/ukpCRUVVUhKysL+fn5WL16NeLi4nD+/HlpDOu+Z3SZe9Z9z8jJvYODAz744AN89tlncHV1hbu7O+rq6jBq1CiNvx/Wfc/oMves+85t2bIFX3/9NQ4ePKj1/+jDtSmnXh8eo4+673L7XZIvMDAQx48fR11dHe7duwcHBwdMnz4do0eP1hqbm5uL8vJyrfWgTk5OqKys1PhLFkURVVVVWp+W6Ee6yH1HgoKCAAAlJSWwt7fXedz9QXe5Ly0txf79+zXWyAUEBKCgoAD79+/H3r17WfePSBe57wjrvntyfuZMmzYNRUVFqKqqgqmpKRQKBfz8/ODh4QGAP+8flS5y3xHWfbvNmzfjH//4B3JycjR2nXV2dgbQPvPq6uoqHa+srJTq1cnJCa2traiqqoKDg4PGmAkTJkhj9FH3nLnVMVtbWzg4OKC4uBhnzpzR+tU30P5r8YkTJ8LHx0fj+Lhx49DQ0ACVSiUdU6lUUKvVGutTqGOPk/uOPJjdevCPmjrXWe4bGxsBQOvTv6mpqXTlMuv+8TxO7jvCupdPzs8cpVIJhUKBL7/8Enfu3JF28mTdP57HyX1HWPfApk2bkJGRgezsbPj5+Wmc8/DwgLOzM/Lz86Vjzc3NKCgokOo1MDAQZmZmGmNu3bolXUQG6K/uOXMrU0NDA0pKSgC0X5158+ZNnDt3DnZ2dnBzc8Phw4dhb28Pd3d3XLhwAQkJCZg1a5bGwmoAKCsrw9GjR7Fv3z6t1xgxYgSee+45rFu3Dnv27IEoili3bh1CQ0N/1lfO6iP3KpUKhYWFCAkJgY2NDc6cOYMtW7YgLCwMbm5uenmfxuhxc+/n5wcvLy9s2LABSUlJsLe3xyeffIL8/HwcOnQIAOu+M/rIPeu+Y7r4mfPRRx/Bz88Pjo6OUKlUSEhIwG9+8xuppln3HdNH7ln32uLj45Geno6PPvoICoVCWmNrZWUFa2trCIKAuLg4pKSkwNfXFz4+Pti1axesrKywYMECAO0fOH7xi19g27ZtcHR0hJ2dHV599VU89dRT0l0q9FX3vBWYTMeOHUN4eLjW8SVLluCdd97Bvn37sHfvXlRUVMDZ2RmRkZHYuHEjzM3NNca/+eab2L9/Py5duqRxxecDNTU12LRpE3JzcwEAYWFh2Llzp3TF4s+RPnJfVFSE+Ph4XLlyBS0tLXBzc8O8efOwdu1aDBo0qFffnzHTRe6Li4uRmJiIr7/+Gmq1Gp6enli1ahWioqKkMax7bfrIPeu+Y7rIfWJiIg4dOoSamhq4u7tj5cqVWLVqlca6Qta9Nn3knnWvrbOa27RpEzZv3gygffnAjh078MEHH6C2thZBQUHYtWsXnnzySWl8c3Mzfvvb3yIjIwPNzc2YPHkyUlJSNJYy6KPu2dwSERERUb/BNbdERERE1G+wuSUiIiKifoPNLRERERH1G2xuiYiIiKjfYHNLRERERP0Gm1siIiIi6jfY3BIRERFRv8HmloiIiIj6jf8HAr/oBQiz1zMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], cigar.query(\"california\")[\"cigsale\"] - calif_synth,\n",
    "         label=\"California Effect\")\n",
    "plt.vlines(x=1988, ymin=-30, ymax=7, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.hlines(y=0, xmin=1970, xmax=2000, lw=2)\n",
    "plt.title(\"State - Synthetic Across Time\")\n",
    "plt.ylabel(\"Gap in per-capita cigarette sales (in packs)\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f8a9001",
   "metadata": {},
   "source": [
    "到 2000 年，99 号提案似乎将卷烟销量减少了 25 包。这很酷，但你可能会问自己：我怎么知道这在统计上是否显着？\n",
    "\n",
    "## 进行推理\n",
    "\n",
    "由于我们的样本量非常小（39），因此在确定我们的结果是否具有统计学意义时，我们必须更加聪明，而不仅仅是由于随机运气。在这里，我们将使用 Fisher 精确检验的思想。它的直觉非常简单。我们彻底置换处理和控制。由于我们只有一个处理过的单元，这意味着对于每个单元，我们假装它是处理过的，而其他的是对照。\n",
    "\n",
    "|迭代|1|2|...|39|\n",
    "|----|-|-|-|-|\n",
    "|1|处理|0|0|0|\n",
    "|2|0|处理|0|0|\n",
    "|...|0|0|0|0|0|0|\n",
    "|39|0|0|0|处理|\n",
    "\n",
    "最后，我们将为每个状态提供一个合成控制和效果估计。所以它的作用是假装干预实际上发生在另一个州，而不是加利福尼亚，看看这种干预没有发生的估计效果是什么。然后，我们看看加州的干预与其他虚拟干预相比是否足够大。这个想法是，对于实际上没有得到干预的州，一旦我们假装它们是，我们将无法找到任何显著的干预效果。\n",
    "\n",
    "为了实现这一点，我构建了这个函数，该函数将州作为输入并估计该州的合成控制。此函数返回一个数据框，其中一列用于状态，一列用于年份，一列用于结果“cigsale”和该州的合成结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "224c5ea6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def synthetic_control(state: int, pool: List[int], data: pd.DataFrame) -> np.array:\n",
    "    \n",
    "    features = [\"cigsale\", \"retprice\"]\n",
    "    \n",
    "    inverted = (data.query(\"~after_treatment\")\n",
    "                .pivot(index='state', columns=\"year\")[features]\n",
    "                .T)\n",
    "    \n",
    "    y = inverted[state].values # treated\n",
    "    X = inverted.drop(columns=state).values # donor pool\n",
    "\n",
    "    weights = get_w(X, y)\n",
    "    synthetic = (data.query(f\"~(state=={state})\")\n",
    "                 .pivot(index='year', columns=\"state\")[\"cigsale\"]\n",
    "                 .values.dot(weights))\n",
    "\n",
    "    return (data\n",
    "            .query(f\"state=={state}\")[[\"state\", \"year\", \"cigsale\", \"after_treatment\"]]\n",
    "            .assign(synthetic=synthetic))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0f9f3bb",
   "metadata": {},
   "source": [
    "下面是我们应用该函数到第一个州的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d57fef94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>cigsale</th>\n",
       "      <th>after_treatment</th>\n",
       "      <th>synthetic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1970</td>\n",
       "      <td>89.800003</td>\n",
       "      <td>False</td>\n",
       "      <td>95.029419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1971</td>\n",
       "      <td>95.400002</td>\n",
       "      <td>False</td>\n",
       "      <td>99.118199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1972</td>\n",
       "      <td>101.099998</td>\n",
       "      <td>False</td>\n",
       "      <td>101.881329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1973</td>\n",
       "      <td>102.900002</td>\n",
       "      <td>False</td>\n",
       "      <td>103.938655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1974</td>\n",
       "      <td>108.199997</td>\n",
       "      <td>False</td>\n",
       "      <td>107.038473</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   state  year     cigsale  after_treatment   synthetic\n",
       "0      1  1970   89.800003            False   95.029419\n",
       "1      1  1971   95.400002            False   99.118199\n",
       "2      1  1972  101.099998            False  101.881329\n",
       "3      1  1973  102.900002            False  103.938655\n",
       "4      1  1974  108.199997            False  107.038473"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "control_pool = cigar[\"state\"].unique()\n",
    "\n",
    "synthetic_control(1, control_pool, cigar).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ae38af3",
   "metadata": {},
   "source": [
    "为了获得所有州对应的结果，我们在 8 个进程中并行计算。 如果您的计算机有更多或更少的内核，您可以使用不同的数量。 此代码将返回与上面类似的数据帧列表。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8e97dbb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed\n",
    "\n",
    "parallel_fn = delayed(partial(synthetic_control, pool=control_pool, data=cigar))\n",
    "\n",
    "sinthetic_states = Parallel(n_jobs=8)(parallel_fn(state) for state in control_pool)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1c82734c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>cigsale</th>\n",
       "      <th>after_treatment</th>\n",
       "      <th>synthetic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1970</td>\n",
       "      <td>89.800003</td>\n",
       "      <td>False</td>\n",
       "      <td>95.029419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1971</td>\n",
       "      <td>95.400002</td>\n",
       "      <td>False</td>\n",
       "      <td>99.118199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1972</td>\n",
       "      <td>101.099998</td>\n",
       "      <td>False</td>\n",
       "      <td>101.881329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1973</td>\n",
       "      <td>102.900002</td>\n",
       "      <td>False</td>\n",
       "      <td>103.938655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1974</td>\n",
       "      <td>108.199997</td>\n",
       "      <td>False</td>\n",
       "      <td>107.038473</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   state  year     cigsale  after_treatment   synthetic\n",
       "0      1  1970   89.800003            False   95.029419\n",
       "1      1  1971   95.400002            False   99.118199\n",
       "2      1  1972  101.099998            False  101.881329\n",
       "3      1  1973  102.900002            False  103.938655\n",
       "4      1  1974  108.199997            False  107.038473"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sinthetic_states[0].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b53f5fa",
   "metadata": {},
   "source": [
    "通过对所有州应用合成控制，我们可以估计所有州的合成状态与真实状态之间的差距。 对于加州来说，这就是干预效果。 对于其他州，这就像安慰剂效应，我们在其中估计了干预实际上没有发生的合成对照干预效果。 如果我们将所有安慰剂效应与加利福尼亚治疗效应一起绘制，我们会得到下图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "16bb0cc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,7))\n",
    "for state in sinthetic_states:\n",
    "    plt.plot(state[\"year\"], state[\"cigsale\"] - state[\"synthetic\"], color=\"C5\",alpha=0.4)\n",
    "\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], cigar.query(\"california\")[\"cigsale\"] - calif_synth,\n",
    "        label=\"California\");\n",
    "\n",
    "plt.vlines(x=1988, ymin=-50, ymax=120, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.hlines(y=0, xmin=1970, xmax=2000, lw=3)\n",
    "plt.ylabel(\"Gap in per-capita cigarette sales (in packs)\")\n",
    "plt.title(\"State - Synthetic Across Time\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68c1465d",
   "metadata": {},
   "source": [
    "这个数字的两个方面让人眼前一亮。 首先，我们可以看到干预后的方差高于干预前的方差。 这是意料之中的，因为合成控制旨在最大限度地减少干预前期间的差异。 另一个有趣的方面是，即使在干预前的时期，我们也不能很好地拟合一些单位。 这也是意料之中的。 例如，如果某些州的卷烟消费量非常高，那么其他州的凸组合将永远无法匹配它们。\n",
    "\n",
    "由于这些单位的拟合度很差，因此最好将它们从分析中删除。 客观地做到这一点的一种方法是设置干预前错误的阈值\n",
    "\n",
    "$\n",
    "MSE = \\frac{1}{N}\\sum\\bigg(Y_t - \\hat{Y}^{Synth}_t\\bigg)^2\n",
    "$\n",
    "\n",
    "并删除那些具有高错误的单元。 如果我们像这样继续并绘制相同的图形，这就是我们得到的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "fbea1901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def pre_treatment_error(state):\n",
    "    pre_treat_error = (state.query(\"~after_treatment\")[\"cigsale\"] \n",
    "                       - state.query(\"~after_treatment\")[\"synthetic\"]) ** 2\n",
    "    return pre_treat_error.mean()\n",
    "\n",
    "plt.figure(figsize=(12,7))\n",
    "for state in sinthetic_states:\n",
    "    \n",
    "    # remove units with mean error above 80.\n",
    "    if pre_treatment_error(state) < 80:\n",
    "        plt.plot(state[\"year\"], state[\"cigsale\"] - state[\"synthetic\"], color=\"C5\",alpha=0.4)\n",
    "\n",
    "plt.plot(cigar.query(\"california\")[\"year\"], cigar.query(\"california\")[\"cigsale\"] - calif_synth,\n",
    "        label=\"California\");\n",
    "\n",
    "plt.vlines(x=1988, ymin=-50, ymax=120, linestyle=\":\", lw=2, label=\"Proposition 99\")\n",
    "plt.hlines(y=0, xmin=1970, xmax=2000, lw=3)\n",
    "plt.ylabel(\"Gap in per-capita cigarette sales (in packs)\")\n",
    "plt.title(\"Distribution of Effects\")\n",
    "plt.title(\"State - Synthetic Across Time (Large Pre-Treatment Errors Removed)\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dba6abd6",
   "metadata": {},
   "source": [
    "去除噪音，我们可以看到加利福尼亚州的值是多么极端。 这张图片告诉我们，如果我们假装这种干预发生在任何其他州，我们几乎永远不会得到像加利福尼亚那样极端的效果。\n",
    "\n",
    "这张图片本身就是一种推理形式，但我们也可以从这些结果中得出 P 值。 我们所要做的就是看看我们所获得的效果比加利福尼亚的效果低多少倍。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a3b34912",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "California Treatment Effect for the Year 2000: -24.83015975492409\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([  5.79715885,   0.89458997, -24.83015975,  -7.16628121,\n",
       "       -10.92204857,  37.11640557, -15.06971695,  -0.49805108,\n",
       "       -18.45795062,  21.13366444,  12.57782771,  -1.47547827,\n",
       "        10.49627353, -11.6701235 ,   4.29850824,   8.04811405,\n",
       "        14.02322417,   8.25002748,   0.32576356,  -8.40826855,\n",
       "        -2.12402704,  -7.42865016,   2.9615753 ,  24.10478116,\n",
       "         4.25211769, -17.75844573,   7.93334016,   2.81640126,\n",
       "        12.6495596 , -17.47677512, -25.16040937, -12.26469121,\n",
       "        24.69067369,  10.36299581,  -8.59880336])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calif_number = 3\n",
    "\n",
    "effects = [state.query(\"year==2000\").iloc[0][\"cigsale\"] - state.query(\"year==2000\").iloc[0][\"synthetic\"]\n",
    "           for state in sinthetic_states\n",
    "           if pre_treatment_error(state) < 80] # filter out noise\n",
    "\n",
    "calif_effect = cigar.query(\"california & year==2000\").iloc[0][\"cigsale\"] - calif_synth[-1] \n",
    "\n",
    "print(\"California Treatment Effect for the Year 2000:\", calif_effect)\n",
    "np.array(effects)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d66a4ee1",
   "metadata": {},
   "source": [
    "如果我们想检验加利福尼亚的效应低于零的单方面假设，我们可以将 P 值估计为加利福尼亚的效应大于所有估计效应的倍数。\n",
    "\n",
    "$\n",
    "PV=\\frac{1}{N}\\sum \\mathcal{1}\\{\\hat{\\tau}_{Calif} > \\hat{\\tau}_j\\}\n",
    "$\n",
    "\n",
    "事实证明，2000 年加州的干预效果是 -24.8，这意味着干预措施减少了近 25 包香烟的消费量。 在我们估计的所有其他 34 种安慰剂效应中，只有一种高于我们在加利福尼亚发现的效应。 所以 p 值为 1/35。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bdd2e3c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02857142857142857"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(np.array(effects) < calif_effect)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c79f14",
   "metadata": {},
   "source": [
    "最后，我们可以展示效果的分布，从而让大家感受一下加州的干预效果估计值是多么的极端。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7b46d025",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, bins, _ = plt.hist(effects, bins=20, color=\"C5\", alpha=0.5);\n",
    "plt.hist([calif_effect], bins=bins, color=\"C0\", label=\"California\")\n",
    "plt.ylabel(\"Frquency\")\n",
    "plt.title(\"Distribution of Effects\")\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edaa1fe4",
   "metadata": {},
   "source": [
    "## 关键思想\n",
    "\n",
    "我们了解到，如果我们只有城市或州等实体的聚合级别数据，diff-in-diff 将不允许我们进行推理。 此外，它还有一些其他限制，因为它必须定义一个控制单元，而一个单独的控制单元可能不能很好地表示处理单元的反事实。\n",
    "\n",
    "为了纠正这一点，我们了解到我们可以构建一个合成控件，将多个控制单元组合在一起，使它们与处理过的单元相似。 通过这种综合控制，我们能够看到在没有治疗的情况下我们的治疗单元会发生什么。\n",
    "\n",
    "最后，我们看到了如何使用 Fisher 精确检验通过合成控制进行推理。 也就是说，我们假设未处理的单位实际上是处理过的并计算了它们的效果。 这些是安慰剂效应：即使没有治疗我们也会观察到的效应。 我们使用这些来查看我们估计的治疗效果是否具有统计学意义。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
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